diff --git a/plugins/linkedin-studio/commands/report.md b/plugins/linkedin-studio/commands/report.md
index af144ac..bba28d7 100644
--- a/plugins/linkedin-studio/commands/report.md
+++ b/plugins/linkedin-studio/commands/report.md
@@ -236,7 +236,7 @@ Compare current week's `aggregateMetrics` against baseline means and standard de
 🔴 **Critical: Engagement rate declining**
 Your engagement rate has dropped from 4.2% to 2.8% over the last 3 weeks.
 → **Action:** Review recent post hooks. Consider more provocative angles or questions.
-→ **Reference:** Hook length should be <140 chars. Saves (10x weight) and expert comments (7-9x) are the highest-impact signals.
+→ **Reference:** Hook length should be <140 chars. In the engagement order (see `references/algorithm-signals-reference.md`), saves rank above shares, then quality comments, then reactions. Saves are visible in your native LinkedIn post analytics (count-only, ~Sept 2025 onward) but there is no self-serve API to pull them — so this tool does not auto-track saves; read them in LinkedIn directly. Dwell time is internal to LinkedIn for organic posts (not exposed anywhere this tool can read).
 
 🟢 **Positive: New impression record**
 Your post on [topic] achieved 12,500 impressions — a personal best!
diff --git a/plugins/linkedin-studio/commands/strategy.md b/plugins/linkedin-studio/commands/strategy.md
index 2b85eaa..860eab3 100644
--- a/plugins/linkedin-studio/commands/strategy.md
+++ b/plugins/linkedin-studio/commands/strategy.md
@@ -296,7 +296,7 @@ For the canonical profile-alignment audit (headline/About/Experience/Featured/Sk
 Ask the user to identify their top-performing posts (or read analytics from `${CLAUDE_PLUGIN_ROOT}/assets/analytics/`).
 
 **Signature content criteria:**
-- High saves (people bookmarking = authority signal)
+- High saves — bookmarking is a strong authority signal; read the count from your native LinkedIn post analytics (this tool does not capture saves)
 - Quality comments from target audience
 - Profile visits generated
 - Shares/reposts by others
@@ -404,7 +404,7 @@ Suggest tracking these monthly:
 Authority Scorecard: [Month]
 
 Content Impact:
-- Posts with 100+ saves: [count]
+- Posts with 100+ saves: [count] _(read from native LinkedIn analytics — not auto-tracked by this tool)_
 - Expert comments received: [count]
 - Profile visits from content: [count]
 
diff --git a/plugins/linkedin-studio/scripts/analytics/src/models/types.ts b/plugins/linkedin-studio/scripts/analytics/src/models/types.ts
index 77b323f..d85ba5c 100644
--- a/plugins/linkedin-studio/scripts/analytics/src/models/types.ts
+++ b/plugins/linkedin-studio/scripts/analytics/src/models/types.ts
@@ -14,6 +14,11 @@ export interface PostMetrics {
   shares: number;
   clicks: number;
   engagementRate: number; // (reactions+comments+shares+clicks)/impressions * 100
+  // NOTE: `saves` and `dwell` are intentionally absent. They are NOT in the
+  // LinkedIn analytics CSV export this tool parses, and there is no self-serve API
+  // to pull them. Saves are visible (count-only) in the native post analytics UI
+  // (~Sept 2025 onward) — read them there; dwell is internal to LinkedIn for
+  // organic posts. Do not add these fields without a real ingest source.
 }
 
 export interface AnalyticsBatch {