diff --git a/docs/Nexus_One_AI_Datasheet.docx b/docs/Nexus_One_AI_Datasheet.docx
index dffb9c5..48abdb4 100644
Binary files a/docs/Nexus_One_AI_Datasheet.docx and b/docs/Nexus_One_AI_Datasheet.docx differ
diff --git a/docs/Nexus_One_AI_Datasheet.pdf b/docs/Nexus_One_AI_Datasheet.pdf
index 99d92cd..5d56596 100644
Binary files a/docs/Nexus_One_AI_Datasheet.pdf and b/docs/Nexus_One_AI_Datasheet.pdf differ
diff --git a/docs/README.md b/docs/README.md
index 2c0daac..121b6f0 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -27,10 +27,15 @@ 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.
+full structure and the seven planned enterprise capabilities.
+
+`Nexus_One_AI_Datasheet.docx`/`.pdf`, `architecture-overview.svg`, and
+`technical-service-flow.svg` are updated to this structure — Server S/M/L/Max
+labeling throughout, a Workstation callout, and a Platform Roadmap section in
+the datasheet. The three `.jpg` visuals below (package overview, opportunity,
+tier comparison) are raster images from an earlier design pass and still
+predate this relabeling — they need a design refresh, not a text edit, and
+are tracked as follow-up work.
## Suggested Usage
diff --git a/docs/architecture-overview.svg b/docs/architecture-overview.svg
index bb88ac4..78951d2 100644
--- a/docs/architecture-overview.svg
+++ b/docs/architecture-overview.svg
@@ -1,6 +1,6 @@
\ No newline at end of file
diff --git a/docs/technical-service-flow.svg b/docs/technical-service-flow.svg
index b542ae1..b098a10 100644
--- a/docs/technical-service-flow.svg
+++ b/docs/technical-service-flow.svg
@@ -1,6 +1,6 @@
\ No newline at end of file