diff --git a/README.md b/README.md
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--- a/README.md
+++ b/README.md
@@ -14,7 +14,11 @@ Cap spend and steer behavior across a whole agent workflow — not per request 
 
 <br>
 
-<img src="https://raw.githubusercontent.com/theagentplane/tokenops/main/examples/demo-assets/videos/02_governance_on_budget_cap.png" alt="TokenOps Dashboard: governance halt when worst-case cost exceeds remaining run budget" width="720" />
+<a href="https://github.com/theagentplane/tokenops/raw/main/examples/demo-assets/videos/02_governance_on_budget_cap.webm">
+<img src="https://raw.githubusercontent.com/theagentplane/tokenops/main/examples/demo-assets/videos/02_governance_on_budget_cap.gif" alt="TokenOps demo: a governed Research to Summarize run halts when worst-case cost exceeds the remaining run budget, then the Dashboard shows spend and governance per agent" width="720" />
+</a>
+
+<sub><i>Governed Research → Summarize run: the budget cap halts spend mid-run, then the Dashboard attributes cost per agent. <a href="https://github.com/theagentplane/tokenops/raw/main/examples/demo-assets/videos/02_governance_on_budget_cap.webm">Full video</a>.</i></sub>
 
 </div>
 
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