Refactor Nexus One AI product structure and roadmap

- Add Workstation as an additive standalone category, kept out of TIER_ORDER so it never enters the Server S/M/L/Max upgrade ladder - Add Server S/M/L/Max commercial labels for existing starter/basic/pro/max tiers (slugs, license format, and APIs unchanged) - Rename portal UI terminology: Connectors -> MCP & Enterprise Connectors, Audit Log -> Governance & Audit, Model Manager -> Model Catalog, Agent Builder -> Agent Studio, Workflow Automation -> Workflow Designer, Multimodal Chat -> AI Workspace - Fix branding.js workflow.html tier-gating bug and entry.yml missing tier var - Document 7-capability platform roadmap and Workstation/Server structure in README.md and docs/README.md - Ignore __pycache__/*.pyc build artifacts
2026-07-08 15:00:02 +05:30 · 2026-07-08 15:00:02 +05:30 · 12d9ea84f6
commit 12d9ea84f6
parent e5b2496b97
58 changed files with 587 additions and 366 deletions
--- a/.gitignore
+++ b/.gitignore
@ -1,2 +1,4 @@
 *.iso
 .DS_Store
+__pycache__/
+*.pyc
--- a/README.md
+++ b/README.md
@ -12,6 +12,37 @@ The ISO is only one delivery surface. It stays small by pulling this package
 from cgit during setup, then the installer deploys the selected tier and
 feature set on the target server.

+## Product Structure
+
+Nexus One AI, Powered by Cezen, has two product categories. This is a
+packaging/labeling structure, not a rewrite — the existing installer,
+license engine, and Server tiers below are unchanged.
+
+```text
+Nexus One AI
+Powered by Cezen
+├── Nexus One AI Workstation      (personal AI appliance, 1-3 users, 5 max)
+│
+└── Nexus One AI Server           (shared multi-user platform)
+      ├── Server S     (was: Starter)
+      ├── Server M     (was: Entry / Basic)
+      ├── Server L     (was: Pro)
+      └── Server Max   (was: Max)
+```
+
+- **Nexus One AI Workstation** is a personal AI appliance for AI developers,
+  data scientists, researchers, universities, innovation labs, CXOs, and
+  individual knowledge workers — typically NVIDIA DGX Spark, RTX 5090
+  Workstation, or RTX PRO 6000 Workstation hardware. It is not a shared
+  server: no HA, no server-redundancy expectations. Internally it is an
+  additive `workstation` category in the license engine (`category:
+  "workstation"`), kept structurally separate from the Server tier ladder.
+- **Nexus One AI Server** is the existing four-tier shared platform
+  (Server S/M/L/Max — internal license slugs `starter/basic/pro/max` are
+  unchanged; Server S/M/L/Max are the new commercial labels for the same
+  four tiers). See [Section 6](#6-tier-and-packaging-guide) and
+  [Section 8](#8-features-by-tier).
+
 ## Product Collateral

 Technical buyer-facing collateral lives in `docs/` for reuse in customer
@ -101,7 +132,8 @@ http://<server-ip>
 6. Complete the setup wizard:
   - Network: DHCP or static IP.
   - License & customer details: customer name, project/customer ID, contact email, license key, support date.
-   - Tier: Starter, Entry, Pro, or Max.
+   - Tier: Server S, Server M, Server L, or Server Max (internal slugs
+     unchanged: `starter`/`basic`/`pro`/`max`).
   - Tools: keep defaults unless a component should be skipped.
 7. Click **Start Installation**.
 8. Wait for Phase 1 NVIDIA driver setup. The server may reboot once.
@ -215,12 +247,27 @@ The selected tier still wins, because the sale/license decision is commercial.

 ## 6. Tier And Packaging Guide

-| Tier | Target Hardware | Typical Use | Default Models |
+**Nexus One AI Server** (shared, multi-user; internal license slug in parentheses):
+
+| Server Tier | Target Hardware | Typical Use | Default Models |
 |---|---|---|---|
-| Starter | 1 GPU around 24-32 GB VRAM, or constrained CPU system | Small team, RAG/admin portal, light chat | `phi3:mini`, `nomic-embed-text` |
-| Entry / Basic | 1 RTX Pro 6000 class GPU, around 48-96 GB VRAM | Department deployment | `llama3.1:8b`, `mistral:7b`, `codellama:13b`, `nomic-embed-text` |
-| Pro | 2+ high VRAM GPUs | Multi-team deployment, heavier coding/RAG/fine-tuning workflows | Entry models plus `llama3.1:70b`, `mixtral:8x7b`, `deepseek-coder-v2:16b` |
-| Max | 4-8 enterprise GPUs such as H100/H200/A100 class | Enterprise deployment, large models, high concurrency | Pro models plus `llama3.1:405b`, `mixtral:8x22b` |
+| Server S (`starter`) | 1 GPU around 24-32 GB VRAM, or constrained CPU system | Small team, RAG/admin portal, light chat | `phi3:mini`, `nomic-embed-text` |
+| Server M (`basic`) | 1 RTX Pro 6000 class GPU, around 48-96 GB VRAM | Department deployment | `llama3.1:8b`, `mistral:7b`, `codellama:13b`, `nomic-embed-text` |
+| Server L (`pro`) | 2+ high VRAM GPUs | Multi-team deployment, heavier coding/RAG/fine-tuning workflows | Server M models plus `llama3.1:70b`, `mixtral:8x7b`, `deepseek-coder-v2:16b` |
+| Server Max (`max`) | 4-8 enterprise GPUs such as H100/H200/A100 class | Enterprise deployment, large models, high concurrency | Server L models plus `llama3.1:405b`, `mixtral:8x22b` |
+
+**Nexus One AI Workstation** (personal appliance; internal category `workstation`,
+kept outside the Server ladder — see [Product Structure](#product-structure)):
+
+| Category | Target Hardware | Typical Use | Users |
+|---|---|---|---|
+| Workstation (`workstation`) | NVIDIA DGX Spark, RTX 5090 Workstation, or RTX PRO 6000 Workstation | Local chat, personal RAG, prompt studio, document intelligence | 1-3 active, 5 max |
+
+The compact single-GPU ISO build path (`build-iso-starter.sh` /
+`user-data-starter`) is the closest existing hardware profile to Workstation
+today. It still writes the `starter` (Server S) tier marker — repointing it to
+build a dedicated Workstation ISO is tracked as follow-up work, not done in
+this pass (see [Migration Notes](../MIGRATION_NOTES.md)).

 Large models can be pulled later. The ISO does not need to contain them.

@ -238,20 +285,20 @@ Nexus One AI includes these application features through the portal and backend:
 | Feature | What It Does |
 |---|---|
 | Secure admin portal | Browser UI for setup, chat, tools, users, models, reports, and system status. |
-| Authentication and sessions | JWT login, role-aware admin access, brute-force lockout, active session tracking. |
+| Authentication and sessions | JWT login, role-aware admin access, brute-force lockout, active session tracking. Portal nav label unchanged (no current single nav item maps to "Enterprise Authentication" — see [Section 15](#15-platform-roadmap)). |
 | User and team management | Admin-managed users, teams, roles, and account status. |
-| Private chat | On-prem chat over local or routed models. |
+| AI Workspace *(was: Private Chat)* | On-prem chat over local or routed models. |
 | RAG knowledge base | Upload documents, index them into ChromaDB, and query private knowledge. |
-| Prompt library | Government/enterprise prompt templates grouped by use case. |
-| Model management | View local models, pull Ollama models, upload GGUF models, and track model status. |
+| Prompt library | Government/enterprise prompt templates grouped by use case. Kept as "Prompt Library" — the portal already has a distinct "Prompt Studio" authoring tool, so this label was not renamed to avoid duplicate nav entries. |
+| Model Catalog *(was: Model Management)* | View local models, pull Ollama models, upload GGUF models, and track model status. |
 | Model router | Route requests by rule to local, GPU, or external model endpoints on supported tiers. |
 | Document intelligence | Parse, summarize, and extract structured information from documents. |
 | Meeting assistant | Transcript/audio processing, summaries, decisions, action items, and follow-ups. |
-| Agent builder | Create and run configured agents, including scheduled agent jobs. |
-| Workflow automation | Run portal workflows with HTTP, email, RAG, save-to-knowledge-base, and filter steps. |
-| Connectors | Store and sync supported data connectors. |
+| Agent Studio *(was: Agent Builder)* | Create and run configured agents, including scheduled agent jobs. |
+| Workflow Designer *(was: Workflow Automation)* | Run portal workflows with HTTP, email, RAG, save-to-knowledge-base, and filter steps. |
+| MCP & Enterprise Connectors *(was: Connectors)* | Store and sync supported data connectors (DB/folder sync today; MCP-based connectors are on the roadmap — see [Section 15](#15-platform-roadmap)). |
 | Guardrails | Keyword, regex, and PII checks for safer prompts and responses. |
-| Analytics and audit | Query logs, usage summaries, audit reports, and admin visibility. |
+| Governance & Audit *(was: Analytics and Audit)* | Query logs, usage summaries, audit reports, and admin visibility. |
 | Evaluation suite | Manage datasets, eval jobs, and model/prompt quality checks. |
 | Fine-tuning jobs | QLoRA and advanced training paths for higher tiers. |
 | API key manager | Create, list, and revoke API keys for integrations. |
@ -260,24 +307,31 @@ Nexus One AI includes these application features through the portal and backend:

 ## 8. Features By Tier

-The backend exposes this same matrix from `GET /api/license`.
+The backend exposes this same matrix from `GET /api/license` (now also
+carrying `commercial_label` and `category` fields per tier — additive,
+existing fields unchanged).

-| Feature | Starter | Entry / Basic | Pro | Max |
-|---|---|---|---|---|
-| Max users | 10 | 25 | 100 | Custom |
-| Portal | Yes | Yes | Yes | Yes |
-| Private chat | Yes | Yes | Yes | Yes |
-| RAG knowledge base | Yes | Yes | Advanced | Advanced |
-| Meeting assistant | No | Yes | Yes | Yes |
-| Workflows | Basic | Basic | Advanced | Advanced |
-| Connectors | No | Limited | Yes | Yes |
-| Model router | No | No | Yes | Yes |
-| Audit reports | Yes | Yes | Yes | Yes |
-| Backup and restore | Yes | Yes | Yes | Yes |
-| Guardrails | Basic | Basic | Advanced | Advanced |
-| GPU inference | No | Optional | Yes | Yes |
-| Fine-tuning | No | No | QLoRA | Advanced |
-| DeepSpeed / distributed training | No | No | No | Custom |
+| Feature | Server S (`starter`) | Server M (`basic`) | Server L (`pro`) | Server Max (`max`) | Workstation (`workstation`) |
+|---|---|---|---|---|---|
+| Max users | 10 | 25 | 100 | Custom | 5 (1-3 active) |
+| Portal | Yes | Yes | Yes | Yes | Yes |
+| Chat / AI Workspace | Yes | Yes | Yes | Yes | Yes (local) |
+| RAG knowledge base | Yes | Yes | Advanced | Advanced | Personal |
+| Meeting assistant | No | Yes | Yes | Yes | No |
+| Workflows | Basic | Basic | Advanced | Advanced | No |
+| MCP & Enterprise Connectors | No | Limited | Yes | Yes | No |
+| Model router | No | No | Yes | Yes | No |
+| Governance & Audit reports | Yes | Yes | Yes | Yes | No |
+| Backup and restore | Yes | Yes | Yes | Yes | Yes (local) |
+| Guardrails | Basic | Basic | Advanced | Advanced | Basic |
+| GPU inference | No | Optional | Yes | Yes | Yes (local) |
+| Fine-tuning | No | No | QLoRA | Advanced | No |
+| DeepSpeed / distributed training | No | No | No | Custom | No |
+| Document intelligence / Model Catalog / Prompt Studio / API access | Per feature above | Per feature above | Per feature above | Per feature above | Yes |
+
+Workstation is an additive, standalone category — it is not part of the
+Server S/M/L/Max ladder and cannot be reached by a Server license upgrade.
+See [Product Structure](#product-structure).

 ## 9. What Gets Installed

@ -371,7 +425,25 @@ Before shipping to a customer, rotate these:
 - Any temporary portal/backend admin credentials.
 - Any staging license key if the final license is issued later.

-## 14. Useful Files
+## 15. Platform Roadmap
+
+Seven enterprise capabilities planned for Nexus One AI. None of these are
+implemented yet — this section documents scope and current-state dependencies
+so future work builds on the right foundation. Grounded in what the current
+codebase does and does not already provide (confirmed by direct inspection of
+`cezen-backend/main.py`, `cezen-portal/`, and this repo).
+
+| # | Capability | Scope | Current-state dependency |
+|---|---|---|---|
+| 1 | Enterprise Authentication | LDAP, Active Directory, SAML, OAuth, OIDC | Greenfield. Today's auth is username/password + JWT (`cezen-backend/main.py`), no SSO code anywhere in the stack. |
+| 2 | MCP & Enterprise Connectors | SharePoint, OneDrive, SAP, Oracle, SQL, REST, GitHub, Jira, ServiceNow via MCP | Builds on today's DB/folder-sync connectors (`connectors.html`, `/api/connectors*`), which are not MCP-based. MCP is the planned future transport. |
+| 3 | AI Monitoring | GPU/CPU/RAM/VRAM, latency, tokens/sec, queue depth, model usage, active sessions, health | Builds on existing `system-status.json` and `/api/metrics*` (CPU/GPU/RAM/uptime today). |
+| 4 | Governance & Audit | Prompt history, model usage, compliance, PII detection, policy violations, usage reports | Builds on existing `audit.html` / `/api/audit*` (66 references in the backend today). |
+| 5 | Model Catalog | Browse, install, update, rollback, versioning, recommended models | Builds on existing `models.html` / `models-admin.html` (browse/pull/upload today; no rollback/versioning yet). |
+| 6 | Deployment Management | Node management, cluster health, storage, model synchronization, upgrade status, licensing overview | Greenfield for multi-node. Today's install/license flow (`install.sh`, `cezen_license.py`) is single-node. |
+| 7 | Secrets Management | Secure storage for API keys, passwords, certificates, tokens, external credentials | Builds on existing API key manager (`apikeys.html` / `/api/apikeys*`); no general credential vault exists yet. |
+
+## 16. Useful Files

 ```text
 cgit/
--- a/ansible/entry.yml
+++ b/ansible/entry.yml
@ -13,6 +13,7 @@
    cuda_version: "12.4"
    skip_roles: ""   # comma-separated list of role names to skip (set by install.sh)
    gpu_available: false
+    tier: "basic"    # Server M (commercial label) — internal slug unchanged

  roles:
    - role: base
--- a/ansible/roles/cezen-backend/files/cezen_license.py
+++ b/ansible/roles/cezen-backend/files/cezen_license.py
@ -19,10 +19,46 @@ TIER_ALIASES = {
    "basic tier": "basic",
    "pro tier": "pro",
    "max tier": "max",
+    # Server S/M/L/Max commercial labels — synonyms for the same four Server
+    # tiers/ranks above (starter/basic/pro/max). Additive only; TIER_ORDER and
+    # rank comparisons are unchanged.
+    "server s": "starter",
+    "server s tier": "starter",
+    "server m": "basic",
+    "server m tier": "basic",
+    "server l": "pro",
+    "server l tier": "pro",
+    "server max": "max",
+    "server max tier": "max",
 }
 STAGING_MAX_TIER = "basic"
 SUPPORTED_SIGNATURE_ALGS = {"rsa-sha256", "sha256-rsa"}

+# ── Product category: Workstation (standalone, NOT part of the Server ladder) ──
+# Nexus One AI Workstation is a personal AI appliance (1-3 active users, 5 max),
+# distinct from the Server S/M/L/Max ladder above (TIER_ORDER). It is additive:
+# it does not appear in TIER_ORDER and must never be passed through tier_rank(),
+# tier_lte(), min_tier(), evaluate_license()/build_tier_options() ladder logic —
+# those functions and STAGING_MAX_TIER/TIER_ALIASES above are unchanged and only
+# ever resolve to one of TIER_ORDER's four Server tiers. Workstation entitlement
+# is looked up independently via TIER_MATRIX["workstation"] in main.py.
+WORKSTATION_TIER = "workstation"
+CATEGORY_SERVER = "server"
+CATEGORY_WORKSTATION = "workstation"
+WORKSTATION_ALIASES = {"workstation tier", "personal", "personal ai", "nexus one ai workstation"}
+
+
+def is_workstation_tier(value):
+    """True if `value` refers to the Workstation category (never a Server tier)."""
+    return (value or "").strip().lower() in ({WORKSTATION_TIER} | WORKSTATION_ALIASES)
+
+
+def tier_category(value):
+    """Return CATEGORY_WORKSTATION or CATEGORY_SERVER for a tier/category string.
+    Server tiers (starter/basic/pro/max — displayed as Server S/M/L/Max) rank via
+    TIER_ORDER; Workstation has no rank and is resolved independently."""
+    return CATEGORY_WORKSTATION if is_workstation_tier(value) else CATEGORY_SERVER
+

 def utcnow_iso():
    return datetime.now(timezone.utc).replace(microsecond=0).isoformat().replace("+00:00", "Z")
--- a/ansible/roles/cezen-backend/files/main.py
+++ b/ansible/roles/cezen-backend/files/main.py
@ -29,10 +29,15 @@ from apscheduler.triggers.cron import CronTrigger
 from apscheduler.triggers.interval import IntervalTrigger
 from cezen_license import (
    STAGING_MAX_TIER,
+    WORKSTATION_TIER,
+    CATEGORY_SERVER,
+    CATEGORY_WORKSTATION,
    collect_entitlement,
    evaluate_license,
+    is_workstation_tier,
    normalize_tier as license_normalize_tier,
    read_json_file,
+    tier_category,
    tier_lte,
    write_json_file,
 )
@ -72,6 +77,8 @@ pwd_ctx = _passlib.CryptContext(schemes=["bcrypt"], deprecated="auto")
 TIER_MATRIX = {
    "starter": {
        "label": "Starter",
+        "commercial_label": "Server S",
+        "category": CATEGORY_SERVER,
        "positioning": "Private AI entry package for one department or small team.",
        "max_users": 10,
        "features": {
@ -92,6 +99,8 @@ TIER_MATRIX = {
    },
    "basic": {
        "label": "Basic",
+        "commercial_label": "Server M",
+        "category": CATEGORY_SERVER,
        "positioning": "Department AI suite with users, RAG, meeting assistant, and audit basics.",
        "max_users": 25,
        "features": {
@ -112,6 +121,8 @@ TIER_MATRIX = {
    },
    "pro": {
        "label": "Pro",
+        "commercial_label": "Server L",
+        "category": CATEGORY_SERVER,
        "positioning": "Production private AI platform for multiple teams and automation workflows.",
        "max_users": 100,
        "features": {
@ -132,6 +143,8 @@ TIER_MATRIX = {
    },
    "max": {
        "label": "Max",
+        "commercial_label": "Server Max",
+        "category": CATEGORY_SERVER,
        "positioning": "Custom high-performance AI platform for large GPU systems and enterprise controls.",
        "max_users": None,
        "features": {
@ -150,6 +163,43 @@ TIER_MATRIX = {
            "deepspeed": "custom",
        },
    },
+    # ── Nexus One AI Workstation — additive, standalone product category ──
+    # NOT part of the Server S/M/L/Max ladder: intentionally absent from
+    # cezen_license.TIER_ORDER, so it is unreachable through the license
+    # evaluation/upgrade-path ladder (_current_tier, collect_entitlement,
+    # build_tier_options all resolve exclusively to starter/basic/pro/max).
+    # This entry exists purely so the Workstation feature set is documented
+    # and available for future, explicitly-built activation flows to read —
+    # it does not change behavior for any existing Server install/license.
+    "workstation": {
+        "label": "Workstation",
+        "commercial_label": "Nexus One AI Workstation",
+        "category": CATEGORY_WORKSTATION,
+        "positioning": "Personal AI appliance for individual developers, researchers, and knowledge workers — not a shared server.",
+        "max_users": 5,
+        "features": {
+            "portal": True,
+            "chat": True,
+            "rag": "personal",
+            "meeting_assistant": False,
+            "workflows": False,
+            "connectors": False,
+            "model_router": False,
+            "audit_report": False,
+            "backup_restore": True,
+            "guardrails": "basic",
+            "gpu_inference": True,
+            "fine_tuning": False,
+            "deepspeed": False,
+            "document_intelligence": True,
+            "personal_rag": True,
+            "prompt_studio": True,
+            "model_catalog": True,
+            "local_ai_workspace": True,
+            "api_access": True,
+            "personal_knowledge_base": True,
+        },
+    },
 }

 TIER_ALIASES = {
@ -850,13 +900,22 @@ def _public_license_record(record: dict) -> dict:
    return public

 def _current_tier() -> str:
+    # Workstation is checked first and explicitly, rather than falling through
+    # to _normalize_tier() (which only knows the Server ladder and would
+    # silently alias an unrecognized "workstation" string to "basic"/Server M).
+    # This is what keeps Workstation from ever inheriting Server behavior.
    if CEZEN_TIER:
+        if is_workstation_tier(CEZEN_TIER):
+            return WORKSTATION_TIER
        return _normalize_tier(CEZEN_TIER)
    entitlement = _entitlement_summary()
    licensed_tier = (entitlement.get("licensed_tier") or "").strip()
    if licensed_tier:
        return _normalize_tier(licensed_tier)
-    return _normalize_tier(_setting_value("tier_label", "Basic"))
+    tier_label_setting = _setting_value("tier_label", "Basic")
+    if is_workstation_tier(tier_label_setting):
+        return WORKSTATION_TIER
+    return _normalize_tier(tier_label_setting)

 def _entitlement_summary(feasibility: Optional[dict] = None) -> dict:
    feasibility = feasibility or _cached_feasibility()
@ -876,6 +935,8 @@ def _tier_payload() -> dict:
    return {
        "tier": tier,
        "label": info["label"],
+        "commercial_label": info.get("commercial_label", info["label"]),
+        "category": info.get("category", CATEGORY_SERVER),
        "locked": bool(CEZEN_TIER or license_record.get("allowed_tier") or license_record.get("tier")),
        "positioning": info["positioning"],
        "max_users": info["max_users"],
--- a/cezen-portal/admin.html
+++ b/cezen-portal/admin.html
@ -39,12 +39,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -55,7 +55,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="appliance.html">Appliance Ops</a>
        <a href="console.html">Console</a>
@ -67,13 +67,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/agents.html
+++ b/cezen-portal/agents.html
@ -3,7 +3,7 @@
 <head>
  <meta charset="UTF-8">
  <meta name="viewport" content="width=device-width, initial-scale=1.0">
-  <title>Agent Builder — Nexus One AI</title>
+  <title>Agent Studio — Nexus One AI</title>
  <link rel="stylesheet" href="style.css?v=4">
  <style>
    /* ── Layout ── */
@ -209,12 +209,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -225,7 +225,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -236,13 +236,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
@ -273,7 +273,7 @@
    <!-- Empty state -->
    <div class="ab-empty" id="ab-empty">
      <div class="ab-empty-icon">🤖</div>
-      <div class="ab-empty-title">Agent Builder</div>
+      <div class="ab-empty-title">Agent Studio</div>
      <div class="ab-empty-sub">
        Chain prompts and AI steps into automated pipelines. Each step's output feeds the next — build multi-step workflows that run with one click.
      </div>
--- a/cezen-portal/analytics.html
+++ b/cezen-portal/analytics.html
@ -132,12 +132,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html" class="active">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -148,7 +148,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -159,13 +159,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/api-playground.html
+++ b/cezen-portal/api-playground.html
@ -198,12 +198,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback & Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -214,7 +214,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -225,13 +225,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/apikeys.html
+++ b/cezen-portal/apikeys.html
@ -95,12 +95,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -111,7 +111,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -122,13 +122,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/appliance.html
+++ b/cezen-portal/appliance.html
@ -129,12 +129,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -145,7 +145,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="appliance.html" class="active">Appliance Ops</a>
        <a href="console.html">Console</a>
@ -157,13 +157,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/audit.html
+++ b/cezen-portal/audit.html
@ -3,7 +3,7 @@
 <head>
  <meta charset="UTF-8">
  <meta name="viewport" content="width=device-width, initial-scale=1.0">
-  <title>Audit Log — Nexus One AI</title>
+  <title>Governance & Audit — Nexus One AI</title>
  <link rel="stylesheet" href="style.css?v=4">
  <style>
    .audit-toolbar { display:flex; align-items:center; gap:10px; flex-wrap:wrap; margin-bottom:24px; }
@ -73,11 +73,11 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html" class="active">Audit Log</a>
+        <a href="audit.html" class="active">Governance & Audit</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -88,7 +88,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="appliance.html">Appliance Ops</a>
        <a href="console.html">Console</a>
@ -100,13 +100,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
@ -119,8 +119,8 @@
 </header>

 <div class="page-hero">
-  <div class="label">Admin · Audit Log</div>
-  <h1>Audit Log</h1>
+  <div class="label">Admin · Governance & Audit</div>
+  <h1>Governance & Audit</h1>
  <p>Full history of authentication events, model operations, and administrative actions.</p>
 </div>

--- a/cezen-portal/benchmark.html
+++ b/cezen-portal/benchmark.html
@ -100,12 +100,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -116,7 +116,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -127,13 +127,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/branding.js
+++ b/cezen-portal/branding.js
@ -37,15 +37,17 @@
    'schedules.html':     'pro',
    'teams.html':         'pro',
    'training.html':      'pro',
-    'workflow.html':      'pro',
+    'workflows.html':     'pro',
  };

-  // Human-readable tier names for the upgrade prompt
+  // Human-readable tier names for the upgrade prompt (Server S/M/L/Max are the
+  // commercial labels for the same starter/basic/pro/max ranks used above —
+  // slugs and TIER_RANK are unchanged for backward compatibility).
  var TIER_NAMES = {
-    starter: 'Starter',
-    basic:   'Basic',
-    pro:     'Pro',
-    max:     'Max',
+    starter: 'Server S',
+    basic:   'Server M',
+    pro:     'Server L',
+    max:     'Server Max',
  };

  var SERVICE_PORTS = {
--- a/cezen-portal/chat-multi.html
+++ b/cezen-portal/chat-multi.html
@ -3,7 +3,7 @@
 <head>
  <meta charset="UTF-8">
  <meta name="viewport" content="width=device-width, initial-scale=1.0">
-  <title>Multimodal Chat — Nexus One AI</title>
+  <title>AI Workspace — Nexus One AI</title>
  <link rel="stylesheet" href="style.css?v=4">
  <style>
    /* ── Layout ─────────────────────────────────────────────────────────────── */
@ -344,12 +344,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -360,7 +360,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -371,13 +371,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
@ -445,7 +445,7 @@
    <div class="mm-messages" id="messages">
      <div class="mm-empty-state" id="empty-state">
        <div class="mm-empty-icon">💬</div>
-        <div class="mm-empty-title">Multimodal Chat</div>
+        <div class="mm-empty-title">AI Workspace</div>
        <div class="mm-empty-sub">Ask questions, analyse images, and get structured answers — all running on-premises.</div>
        <div class="mm-tip-grid">
          <div class="mm-tip" onclick="useTip(this)"><span class="mm-tip-icon">🖼️</span>Analyse this circuit diagram</div>
--- a/cezen-portal/chatrooms.html
+++ b/cezen-portal/chatrooms.html
@ -169,12 +169,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -185,7 +185,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -196,13 +196,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/connectors.html
+++ b/cezen-portal/connectors.html
@ -3,7 +3,7 @@
 <head>
  <meta charset="UTF-8">
  <meta name="viewport" content="width=device-width, initial-scale=1.0">
-  <title>Connectors — Nexus One AI</title>
+  <title>MCP & Enterprise Connectors — Nexus One AI</title>
  <link rel="stylesheet" href="style.css?v=4">
  <style>
    .cn-content { max-width:1060px; margin:0 auto; padding:32px 40px 60px; }
@ -145,12 +145,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -161,7 +161,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -172,13 +172,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
@ -192,7 +192,7 @@

 <div class="page-hero">
  <div class="label">Admin</div>
-  <h1>Connectors</h1>
+  <h1>MCP & Enterprise Connectors</h1>
  <p>Connect Nexus One AI to your local file shares and on-premises databases. All data stays within your network — no cloud OAuth, no external calls.</p>
 </div>

--- a/cezen-portal/console.html
+++ b/cezen-portal/console.html
@ -67,12 +67,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -83,7 +83,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html" class="active">Console</a>
        <a href="settings.html">Settings</a>
@ -94,13 +94,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/dashboard.html
+++ b/cezen-portal/dashboard.html
@ -261,13 +261,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
@ -297,12 +297,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html" class="active">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -313,7 +313,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="appliance.html">Appliance Ops</a>
        <a href="console.html">Console</a>
--- a/cezen-portal/documents.html
+++ b/cezen-portal/documents.html
@ -293,12 +293,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -309,7 +309,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -320,13 +320,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/evals.html
+++ b/cezen-portal/evals.html
@ -167,12 +167,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -183,7 +183,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -194,13 +194,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/faq.html
+++ b/cezen-portal/faq.html
@ -38,12 +38,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -54,7 +54,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -65,13 +65,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
@ -208,7 +208,7 @@
        <span class="faq-arrow">›</span>
      </div>
      <div class="faq-a">
-        <p>The <a href="chat-multi.html">Multimodal Chat</a>
+        <p>The <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a> in the Cezen portal is a purpose-built interface on top of the same AI models. Key differences: it stores your full conversation history in the browser (searchable across all past chats), supports image uploads alongside text, lets you switch the AI model mid-conversation without starting over, renders formatted responses (headers, tables, code blocks) properly, and lets you pin important conversations. Use the Cezen chat for anything you want to keep and refer back to; use Open WebUI for quick one-off queries.</p>
      </div>
    </div>
@ -259,7 +259,7 @@
        <span class="faq-arrow">›</span>
      </div>
      <div class="faq-a">
-        <p>Yes, if a vision-capable model is installed. In <a href="chat-multi.html">Multimodal Chat</a>
+        <p>Yes, if a vision-capable model is installed. In <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>, click the image icon or drag a photo into the chat input — you can then ask questions about what's in the image ("describe this diagram", "what does this chart show?", "extract the text from this screenshot"). The model that handles vision tasks on your system is typically <strong>LLaVA 13B</strong> — switch to it using the model switcher in the chat toolbar before uploading an image. JPG, PNG, and WEBP are supported.</p>
      </div>
    </div>
@ -283,7 +283,7 @@
        <span class="faq-arrow">›</span>
      </div>
      <div class="faq-a">
-        <p>Use <a href="connectors.html">Connectors</a>. A connector is a configured bridge between Nexus One AI and an external system — your file share, SQL database, REST API, email server, or SharePoint. Once a connector is set up by an admin, agents and workflows can use it as a data source or output destination. For example: an agent with a SQL connector can query your database in real time; a workflow with a SharePoint connector can save generated documents directly to the correct library. Connector credentials are stored encrypted and only accessible to the Cezen backend.</p>
+        <p>Use <a href="connectors.html">MCP & Enterprise Connectors</a>. A connector is a configured bridge between Nexus One AI and an external system — your file share, SQL database, REST API, email server, or SharePoint. Once a connector is set up by an admin, agents and workflows can use it as a data source or output destination. For example: an agent with a SQL connector can query your database in real time; a workflow with a SharePoint connector can save generated documents directly to the correct library. Connector credentials are stored encrypted and only accessible to the Cezen backend.</p>
      </div>
    </div>

--- a/cezen-portal/feedback.html
+++ b/cezen-portal/feedback.html
@ -133,12 +133,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html" class="active">Feedback & Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -149,7 +149,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -160,13 +160,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/glossary.html
+++ b/cezen-portal/glossary.html
@ -38,12 +38,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -54,7 +54,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -65,13 +65,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
@ -190,12 +190,12 @@

    <div class="gloss-item" data-term="agent autonomous multi-step tool use">
      <div class="gloss-term">Agent</div>
-      <div class="gloss-def">An AI system that can take a goal and carry it out autonomously across multiple steps — making decisions, calling tools, reading files, and looping until complete. Unlike a chat session (which requires you to prompt every step), an agent is given a task and figures out how to accomplish it. Cezen's <a href="agents.html">Agent Builder</a> includes a governance layer so sensitive actions require human approval before executing.</div>
+      <div class="gloss-def">An AI system that can take a goal and carry it out autonomously across multiple steps — making decisions, calling tools, reading files, and looping until complete. Unlike a chat session (which requires you to prompt every step), an agent is given a task and figures out how to accomplish it. Cezen's <a href="agents.html">Agent Studio</a> includes a governance layer so sensitive actions require human approval before executing.</div>
    </div>

    <div class="gloss-item" data-term="workflow automation pipeline trigger steps">
      <div class="gloss-term">Workflow</div>
-      <div class="gloss-def">A defined sequence of automated steps: a trigger starts the workflow, one or more processing steps transform the data (usually with AI), and an output step delivers the result. Workflows are deterministic — they run the same way every time, unlike agents which plan their own steps. Use workflows for repeatable, well-understood processes. See <a href="workflows.html">Workflow Automation</a>.</div>
+      <div class="gloss-def">A defined sequence of automated steps: a trigger starts the workflow, one or more processing steps transform the data (usually with AI), and an output step delivers the result. Workflows are deterministic — they run the same way every time, unlike agents which plan their own steps. Use workflows for repeatable, well-understood processes. See <a href="workflows.html">Workflow Designer</a>.</div>
    </div>

    <div class="gloss-item" data-term="guardrails content filter safety block redact pii">
@ -225,7 +225,7 @@

    <div class="gloss-item" data-term="multimodal image vision text mixed input">
      <div class="gloss-term">Multimodal</div>
-      <div class="gloss-def">An AI model that can accept multiple types of input — typically both text and images. A multimodal model can look at a photograph, diagram, or screenshot and answer questions about what it shows. On Cezen, the LLaVA model is the vision-capable (multimodal) option. Use it in <a href="chat-multi.html">Multimodal Chat</a>
+      <div class="gloss-def">An AI model that can accept multiple types of input — typically both text and images. A multimodal model can look at a photograph, diagram, or screenshot and answer questions about what it shows. On Cezen, the LLaVA model is the vision-capable (multimodal) option. Use it in <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a> when you need to ask about images alongside text.</div>
    </div>

--- a/cezen-portal/guardrails.html
+++ b/cezen-portal/guardrails.html
@ -121,12 +121,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -137,7 +137,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -148,13 +148,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/index.html
+++ b/cezen-portal/index.html
@ -20,13 +20,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
@ -56,12 +56,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -72,7 +72,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="appliance.html">Appliance Ops</a>
        <a href="console.html">Console</a>
--- a/cezen-portal/knowledge.html
+++ b/cezen-portal/knowledge.html
@ -138,12 +138,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html" class="active">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -154,7 +154,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -165,13 +165,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/meeting.html
+++ b/cezen-portal/meeting.html
@ -180,12 +180,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -196,7 +196,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -207,13 +207,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/model-compare.html
+++ b/cezen-portal/model-compare.html
@ -257,12 +257,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -272,7 +272,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="appliance.html">Appliance Ops</a>
        <a href="console.html">Console</a>
@ -284,13 +284,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/models-admin.html
+++ b/cezen-portal/models-admin.html
@ -3,7 +3,7 @@
 <head>
  <meta charset="UTF-8">
  <meta name="viewport" content="width=device-width, initial-scale=1.0">
-  <title>Model Manager — Nexus One AI</title>
+  <title>Model Catalog — Nexus One AI</title>
  <link rel="stylesheet" href="style.css?v=4">
  <style>
    .mm-tabs { display:flex; gap:4px; margin-bottom:24px; background:rgba(255,255,255,.03); border:1px solid var(--bdr); border-radius:10px; padding:4px; width:fit-content; }
@ -125,12 +125,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html" class="active">Model Manager</a>
+        <a href="models-admin.html" class="active">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -141,7 +141,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -152,13 +152,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
@ -171,8 +171,8 @@
 </header>

 <div class="page-hero">
-  <div class="label">Admin · Model Manager</div>
-  <h1>AI Model Management</h1>
+  <div class="label">Admin · Model Catalog</div>
+  <h1>Model Catalog</h1>
  <p>View installed models, pull new ones, and remove models to free VRAM. RTX Pro 6000 — 96 GB VRAM available.</p>
 </div>

--- a/cezen-portal/models.html
+++ b/cezen-portal/models.html
@ -38,12 +38,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -54,7 +54,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -65,13 +65,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/notifications.html
+++ b/cezen-portal/notifications.html
@ -153,12 +153,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback & Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -169,7 +169,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -180,13 +180,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/prompt-studio.html
+++ b/cezen-portal/prompt-studio.html
@ -199,12 +199,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -215,7 +215,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -226,13 +226,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html" class="active">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/prompts.html
+++ b/cezen-portal/prompts.html
@ -81,12 +81,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -97,7 +97,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -108,13 +108,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/quickstart.html
+++ b/cezen-portal/quickstart.html
@ -39,12 +39,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -55,7 +55,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -66,13 +66,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
@ -279,7 +279,7 @@
    <div class="info-grid" style="grid-template-columns:repeat(auto-fill,minmax(280px,1fr))">

      <div class="info-card">
-        <h4>🖼️ <a href="chat-multi.html">Multimodal Chat</a>
+        <h4>🖼️ <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a></h4>
        <p>Full-featured chat with persistent history, image upload, model switching per conversation, and markdown rendering. Search across all past conversations from the sidebar.</p>
        <p style="margin-top:8px;font-size:12px;color:var(--med)">Go to: AI Tools → Multimodal Chat</p>
@ -309,13 +309,13 @@
    <div class="info-grid" style="grid-template-columns:repeat(auto-fill,minmax(280px,1fr))">

      <div class="info-card">
-        <h4>🤖 <a href="agents.html">Agent Builder</a></h4>
+        <h4>🤖 <a href="agents.html">Agent Studio</a></h4>
        <p>Build autonomous AI agents that execute multi-step tasks, call external tools, read files, and act on instructions without human input for every step. Includes governance and approval workflows.</p>
        <p style="margin-top:8px;font-size:12px;color:var(--med)">Go to: AI Tools → Agent Builder</p>
      </div>

      <div class="info-card">
-        <h4>🔄 <a href="workflows.html">Workflow Automation</a></h4>
+        <h4>🔄 <a href="workflows.html">Workflow Designer</a></h4>
        <p>Chain AI tasks together in visual pipelines. Trigger on schedule, webhook, or event. Connect input sources, AI processing steps, and output destinations into repeatable flows.</p>
        <p style="margin-top:8px;font-size:12px;color:var(--med)">Go to: AI Tools → Workflow Automation</p>
      </div>
@ -327,7 +327,7 @@
      </div>

      <div class="info-card">
-        <h4>🔌 <a href="connectors.html">Connectors</a></h4>
+        <h4>🔌 <a href="connectors.html">MCP & Enterprise Connectors</a></h4>
        <p>Connect Nexus One AI to your existing systems — databases, file shares, APIs, email, and enterprise tools. Connectors let agents and workflows pull live data from your environment.</p>
        <p style="margin-top:8px;font-size:12px;color:var(--med)">Admin → Tools → Connectors</p>
      </div>
--- a/cezen-portal/rag-quality.html
+++ b/cezen-portal/rag-quality.html
@ -127,12 +127,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -143,7 +143,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -154,13 +154,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/router.html
+++ b/cezen-portal/router.html
@ -156,12 +156,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -172,7 +172,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -183,13 +183,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/schedules.html
+++ b/cezen-portal/schedules.html
@ -139,12 +139,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -155,7 +155,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -166,13 +166,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/security.html
+++ b/cezen-portal/security.html
@ -38,7 +38,7 @@
        <a href="dashboard.html">Dashboard</a>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <a href="analytics.html">Usage Analytics</a>
@ -48,7 +48,7 @@
        <a href="api-playground.html">API Playground</a>
        <a href="guardrails.html">Guardrails</a>
        <a href="console.html">Console</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <a href="settings.html">Settings</a>
      </div>
@ -58,13 +58,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/settings.html
+++ b/cezen-portal/settings.html
@ -108,12 +108,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -124,7 +124,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="appliance.html">Appliance Ops</a>
        <a href="console.html">Console</a>
@ -136,13 +136,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/teams.html
+++ b/cezen-portal/teams.html
@ -182,12 +182,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback & Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html" class="active">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -198,7 +198,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -209,13 +209,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/tool-chromadb.html
+++ b/cezen-portal/tool-chromadb.html
@ -39,12 +39,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -55,7 +55,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -66,13 +66,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/tool-dcgm.html
+++ b/cezen-portal/tool-dcgm.html
@ -39,12 +39,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -55,7 +55,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -66,13 +66,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/tool-fastapi.html
+++ b/cezen-portal/tool-fastapi.html
@ -39,12 +39,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -55,7 +55,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -66,13 +66,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/tool-jupyter.html
+++ b/cezen-portal/tool-jupyter.html
@ -39,12 +39,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -55,7 +55,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -66,13 +66,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/tool-langchain.html
+++ b/cezen-portal/tool-langchain.html
@ -39,12 +39,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -55,7 +55,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -66,13 +66,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/tool-nvtop.html
+++ b/cezen-portal/tool-nvtop.html
@ -39,12 +39,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -55,7 +55,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -66,13 +66,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/tool-ollama.html
+++ b/cezen-portal/tool-ollama.html
@ -39,12 +39,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -55,7 +55,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -66,13 +66,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/tool-openwebui.html
+++ b/cezen-portal/tool-openwebui.html
@ -39,12 +39,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -55,7 +55,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -66,13 +66,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/tool-qlora.html
+++ b/cezen-portal/tool-qlora.html
@ -39,12 +39,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -55,7 +55,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -66,13 +66,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/training.html
+++ b/cezen-portal/training.html
@ -112,12 +112,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html" class="active">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -128,7 +128,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -139,13 +139,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/troubleshooting.html
+++ b/cezen-portal/troubleshooting.html
@ -38,12 +38,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -54,7 +54,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -65,13 +65,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/usecases.html
+++ b/cezen-portal/usecases.html
@ -39,12 +39,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -55,7 +55,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -66,13 +66,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/users.html
+++ b/cezen-portal/users.html
@ -90,11 +90,11 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html" class="active">Users</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -105,7 +105,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -116,13 +116,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
--- a/cezen-portal/whats-new.html
+++ b/cezen-portal/whats-new.html
@ -38,12 +38,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -54,7 +54,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -65,13 +65,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
@ -135,7 +135,7 @@
      <div class="wn-change-group">
        <div class="wn-change-group-title">🧠 Intelligence Tools</div>
        <ul class="wn-change-list">
-          <li><strong><a href="chat-multi.html">Multimodal Chat</a>
+          <li><strong><a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a></strong> — Full rewrite with persistent history, sidebar search, image upload, per-conversation model switching, and markdown rendering with code blocks</li>
          <li><strong><a href="documents.html">Document Intelligence Workbench</a></strong> — Side-by-side document comparison, table extraction, batch processing, and structured output from uploaded files</li>
          <li><strong><a href="meeting.html">Meeting Assistant</a></strong> — On-premises meeting transcription (Whisper), AI summaries, action item extraction, and follow-up email drafting from audio recordings</li>
@ -146,10 +146,10 @@
      <div class="wn-change-group">
        <div class="wn-change-group-title">⚙️ Automation Tools</div>
        <ul class="wn-change-list">
-          <li><strong><a href="agents.html">Agent Builder</a></strong> — Build autonomous AI agents with tool access, multi-step planning, and governance/approval layer for sensitive actions</li>
-          <li><strong><a href="workflows.html">Workflow Automation</a></strong> — Visual pipeline builder for chaining AI tasks: trigger → process → output, with support for scheduled and webhook triggers</li>
+          <li><strong><a href="agents.html">Agent Studio</a></strong> — Build autonomous AI agents with tool access, multi-step planning, and governance/approval layer for sensitive actions</li>
+          <li><strong><a href="workflows.html">Workflow Designer</a></strong> — Visual pipeline builder for chaining AI tasks: trigger → process → output, with support for scheduled and webhook triggers</li>
          <li><strong><a href="schedules.html">Scheduled Jobs</a></strong> — Cron-based AI task scheduling: daily reports, nightly document ingestion, automated monitoring — runs without user interaction</li>
-          <li><strong><a href="connectors.html">Connectors</a></strong> — Integration layer for databases, file shares, REST APIs, email, and SharePoint — usable by agents and workflows</li>
+          <li><strong><a href="connectors.html">MCP & Enterprise Connectors</a></strong> — Integration layer for databases, file shares, REST APIs, email, and SharePoint — usable by agents and workflows</li>
        </ul>
      </div>

--- a/cezen-portal/workflows.html
+++ b/cezen-portal/workflows.html
@ -3,7 +3,7 @@
 <head>
  <meta charset="UTF-8">
  <meta name="viewport" content="width=device-width, initial-scale=1.0">
-  <title>Workflow Automation — Nexus One AI</title>
+  <title>Workflow Designer — Nexus One AI</title>
  <link rel="stylesheet" href="style.css?v=4">
  <style>
    /* ── Layout ── */
@ -191,12 +191,12 @@
        <span class="nav-drop-cat">MONITOR /</span>
        <a href="dashboard.html">Dashboard</a>
        <a href="analytics.html">Usage Analytics</a>
-        <a href="audit.html">Audit Log</a>
+        <a href="audit.html">Governance & Audit</a>
        <a href="feedback.html">Feedback &amp; Ratings</a>
        <span class="nav-drop-cat">MANAGE /</span>
        <a href="users.html">Users</a>
        <a href="teams.html">Teams</a>
-        <a href="models-admin.html">Model Manager</a>
+        <a href="models-admin.html">Model Catalog</a>
        <a href="training.html">Training</a>
        <a href="knowledge.html">Knowledge Base</a>
        <span class="nav-drop-cat">TOOLS /</span>
@ -207,7 +207,7 @@
        <a href="guardrails.html">Guardrails</a>
        <a href="rag-quality.html">RAG Quality</a>
        <a href="router.html">Model Router</a>
-        <a href="connectors.html">Connectors</a>
+        <a href="connectors.html">MCP & Enterprise Connectors</a>
        <span class="nav-drop-cat">SYSTEM /</span>
        <a href="console.html">Console</a>
        <a href="settings.html">Settings</a>
@ -218,13 +218,13 @@
      <div class="nav-drop-menu">
        <span class="nav-drop-cat">INTELLIGENCE /</span>
        <a href="documents.html">Document Intelligence</a>
-        <a href="chat-multi.html">Multimodal Chat</a>
+        <a href="chat-multi.html">AI Workspace</a>
        <a href="prompt-studio.html">Prompt Studio</a>
        <a href="meeting.html">Meeting Assistant</a>
        <span class="nav-drop-cat">AUTOMATION /</span>
-        <a href="agents.html">Agent Builder</a>
+        <a href="agents.html">Agent Studio</a>
        <a href="schedules.html">Scheduled Jobs</a>
-        <a href="workflows.html">Workflow Automation</a>
+        <a href="workflows.html">Workflow Designer</a>
        <span class="nav-drop-cat">QUALITY /</span>
        <a href="evals.html">AI Eval Suite</a>
        <a href="chatrooms.html">Chat Rooms</a>
@ -255,7 +255,7 @@
    <!-- Empty state -->
    <div class="wf-empty" id="wf-empty">
      <div class="wf-empty-icon">⚡</div>
-      <div class="wf-empty-title">Workflow Automation</div>
+      <div class="wf-empty-title">Workflow Designer</div>
      <div class="wf-empty-sub">
        Connect triggers and AI steps into automated pipelines. Process documents the moment they arrive, route questions to the right model, or generate daily summaries — all without code.
      </div>
--- a/docs/README.md
+++ b/docs/README.md
@ -21,6 +21,17 @@ technical handoff point.
 | `nexus-one-ai-opportunity.jpg` | Business/problem framing visual. |
 | `nexus-one-ai-tier-comparison.jpg` | Tier and hardware comparison visual. |

+## Product Structure Note
+
+Nexus One AI, Powered by Cezen, now has two product categories: **Nexus One
+AI Workstation** (personal AI appliance) and **Nexus One AI Server** (Server
+S/M/L/Max — the same four tiers as before, relabeled). See the main repo
+`README.md` → "Product Structure" and "Platform Roadmap" sections for the
+full structure and the seven planned enterprise capabilities. The datasheet
+and tier-comparison visual below predate this relabeling and should be
+refreshed in a follow-up design pass — this is a text/terminology update,
+not a visual/collateral redesign.
+
 ## Suggested Usage

 - Start with the main repo `README.md` for installation and deployment paths.
--- a/scripts/cezen_license.py
+++ b/scripts/cezen_license.py
@ -19,10 +19,46 @@ TIER_ALIASES = {
    "basic tier": "basic",
    "pro tier": "pro",
    "max tier": "max",
+    # Server S/M/L/Max commercial labels — synonyms for the same four Server
+    # tiers/ranks above (starter/basic/pro/max). Additive only; TIER_ORDER and
+    # rank comparisons are unchanged.
+    "server s": "starter",
+    "server s tier": "starter",
+    "server m": "basic",
+    "server m tier": "basic",
+    "server l": "pro",
+    "server l tier": "pro",
+    "server max": "max",
+    "server max tier": "max",
 }
 STAGING_MAX_TIER = "basic"
 SUPPORTED_SIGNATURE_ALGS = {"rsa-sha256", "sha256-rsa"}

+# ── Product category: Workstation (standalone, NOT part of the Server ladder) ──
+# Nexus One AI Workstation is a personal AI appliance (1-3 active users, 5 max),
+# distinct from the Server S/M/L/Max ladder above (TIER_ORDER). It is additive:
+# it does not appear in TIER_ORDER and must never be passed through tier_rank(),
+# tier_lte(), min_tier(), evaluate_license()/build_tier_options() ladder logic —
+# those functions and STAGING_MAX_TIER/TIER_ALIASES above are unchanged and only
+# ever resolve to one of TIER_ORDER's four Server tiers. Workstation entitlement
+# is looked up independently via TIER_MATRIX["workstation"] in main.py.
+WORKSTATION_TIER = "workstation"
+CATEGORY_SERVER = "server"
+CATEGORY_WORKSTATION = "workstation"
+WORKSTATION_ALIASES = {"workstation tier", "personal", "personal ai", "nexus one ai workstation"}
+
+
+def is_workstation_tier(value):
+    """True if `value` refers to the Workstation category (never a Server tier)."""
+    return (value or "").strip().lower() in ({WORKSTATION_TIER} | WORKSTATION_ALIASES)
+
+
+def tier_category(value):
+    """Return CATEGORY_WORKSTATION or CATEGORY_SERVER for a tier/category string.
+    Server tiers (starter/basic/pro/max — displayed as Server S/M/L/Max) rank via
+    TIER_ORDER; Workstation has no rank and is resolved independently."""
+    return CATEGORY_WORKSTATION if is_workstation_tier(value) else CATEGORY_SERVER
+

 def utcnow_iso():
    return datetime.now(timezone.utc).replace(microsecond=0).isoformat().replace("+00:00", "Z")