diff --git a/README.md b/README.md
index f9d84ee..c240a79 100644
--- a/README.md
+++ b/README.md
@@ -9,8 +9,36 @@ the installer deploys the selected tier on the target server.
 Technical buyer-facing collateral lives in `docs/` for reuse in customer
 evaluation, partner enablement, and internal technical review.
 
+- `docs/README.md`
 - `docs/Nexus_One_AI_Datasheet.docx`
 - `docs/Nexus_One_AI_Datasheet.pdf`
+- `docs/architecture-overview.svg`
+
+## Why Nexus One AI
+
+- Private AI platform designed for customer-controlled infrastructure.
+- Packaged stack for portal access, local inference, document retrieval, and observability.
+- Deployment paths for both bootable ISO installs and scripted Ubuntu server installs.
+- Tiered packaging that scales from contained pilots to larger multi-team deployments.
+- Stronger technical buyer story than a simple demo stack because admin, audit, backup, and readiness surfaces are included.
+
+## Architecture Snapshot
+
+![Nexus One AI architecture overview](docs/architecture-overview.svg)
+
+## Visual Overview
+
+### Package Positioning
+
+![Nexus One AI package overview](docs/nexus-one-ai-package-overview.jpg)
+
+### Opportunity View
+
+![Nexus One AI opportunity view](docs/nexus-one-ai-opportunity.jpg)
+
+### Tier Comparison
+
+![Nexus One AI tier comparison](docs/nexus-one-ai-tier-comparison.jpg)
 
 ## 1. Choose The Install Path
 
diff --git a/docs/README.md b/docs/README.md
new file mode 100644
index 0000000..ba898c0
--- /dev/null
+++ b/docs/README.md
@@ -0,0 +1,28 @@
+# Nexus One AI Docs
+
+This folder holds buyer-facing and partner-facing collateral for Nexus One AI.
+Use it when the repository needs to function as both installer source and
+technical handoff point.
+
+## Core Collateral
+
+| File | Purpose |
+|---|---|
+| `Nexus_One_AI_Datasheet.docx` | Editable technical buyer datasheet. |
+| `Nexus_One_AI_Datasheet.pdf` | Shareable PDF export of the technical buyer datasheet. |
+| `architecture-overview.svg` | Simple stack view for repo pages, partner notes, and internal explainers. |
+
+## Visuals
+
+| File | Use |
+|---|---|
+| `nexus-one-ai-package-overview.jpg` | High-level package positioning visual. |
+| `nexus-one-ai-opportunity.jpg` | Business/problem framing visual. |
+| `nexus-one-ai-tier-comparison.jpg` | Tier and hardware comparison visual. |
+
+## Suggested Usage
+
+- Start with the main repo `README.md` for installation and deployment paths.
+- Use the datasheet for technical buyer review and partner follow-up.
+- Use the visuals in proposal notes, partner onboarding, and internal solutioning.
+
diff --git a/docs/architecture-overview.svg b/docs/architecture-overview.svg
new file mode 100644
index 0000000..ce7953e
--- /dev/null
+++ b/docs/architecture-overview.svg
@@ -0,0 +1,105 @@
+<svg xmlns="http://www.w3.org/2000/svg" width="1600" height="900" viewBox="0 0 1600 900" role="img" aria-labelledby="title desc">
+  <title id="title">Nexus One AI Architecture Overview</title>
+  <desc id="desc">High level view of Nexus One AI components from users through portal, services, and infrastructure.</desc>
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+
+  <text x="90" y="92" class="label">NEXUS ONE AI · ARCHITECTURE OVERVIEW</text>
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+
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+    <text x="120" y="395" class="boxText">Admins</text>
+    <text x="120" y="430" class="boxText">Department Users</text>
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+    <text x="525" y="372" class="boxText">Nexus One AI Portal</text>
+    <text x="525" y="407" class="boxText">Open WebUI</text>
+    <text x="525" y="442" class="boxText">Authentication / Sessions</text>
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+    <text x="960" y="353" class="boxText">Ollama</text>
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+    <text x="960" y="573" class="boxText">ChromaDB</text>
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+  </g>
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+    <text x="1310" y="320" class="boxText">FastAPI Backend</text>
+    <text x="1310" y="355" class="boxText">Audit / Backup</text>
+    <text x="1310" y="390" class="boxText">Settings / Licensing</text>
+  </g>
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+    <text x="1310" y="593" class="boxText">Grafana / Prometheus</text>
+    <text x="1310" y="628" class="boxText">GPU & System Metrics</text>
+  </g>
+
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+    <text x="525" y="735" class="boxText">Ubuntu 22.04 • Bootable ISO or Scripted Installer • CPU or NVIDIA GPU Infrastructure • Internal Network / Air-Gapped Friendly</text>
+  </g>
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+  <text x="1240" y="848" class="small">Powered by Cezen</text>
+</svg>
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