Enhance repo collateral and visuals

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