diff --git a/DOCUMENT-INDEX.md b/DOCUMENT-INDEX.md
index 8528e6d..9de89ee 100644
--- a/DOCUMENT-INDEX.md
+++ b/DOCUMENT-INDEX.md
@@ -159,7 +159,7 @@ root/
 | Path | Description |
 |:-----|:------------|
 | `architecture-decisions.md` | Architecture decision log |
-| `real-world-comparison.md` | Real-world comparisons for concepts |
+| `real-world-comparison.md` | Phase 0.5 deployment efficiency analysis — what 6 specialists would take 2-3 weeks, Michael did in 25 hours |
 | `consolidation-audit-feb12.md` | FFG-REF-002 — Feb 12 consolidation audit record (executed) |
 | `visual-assets-guide.md` | Visual assets guide |
 | `diagrams/infrastructure-diagram.mermaid` | Infrastructure diagram (Mermaid source) |