diff --git a/src/queue/ai-review-orchestration.ts b/src/queue/ai-review-orchestration.ts
index 2aa96d7fdb..ca12e53088 100644
--- a/src/queue/ai-review-orchestration.ts
+++ b/src/queue/ai-review-orchestration.ts
@@ -987,15 +987,36 @@ export async function runAiReviewForAdvisory(
       }, "ai_review_inconclusive");
     }
     args.advisory.findings.push(...findings);
+    // #9432: `degraded` persists the per-attempt review diagnostics into `ai_review_cache.metadata_json`.
+    // Until now these existed ONLY as a PostHog capture property, which made the "why did this review produce
+    // no summary?" question unanswerable from the database or the container logs -- the 2026-07-27
+    // investigation had to stop there, because reaching PostHog needs an interactive OAuth the incident
+    // responder may not have. The diagnostics are the discriminator that matters: `missing_assessment` (the
+    // model genuinely returned no narrative) vs `unparseable_output`/`empty_output` (it returned something
+    // parseModelReview could not read, i.e. no balanced JSON object) vs `provider_error` are three different
+    // bugs with three different fixes, and `metadata_json.inconclusive` alone cannot tell them apart.
+    //
+    // Written on the DEGRADED paths only, never on the healthy one. Every byte here lands in a D1 row, and
+    // the 2026-07-26 outage was this database hitting its 10 GB ceiling -- so this buys diagnosability for
+    // the small minority of reviews that actually failed, rather than growing all of them. The compact
+    // `model#attempt:status[:error]` strings come from formatReviewDiagnosticsForCapture, whose `error` field
+    // is errorMessage() output and never raw provider text, so the public/private boundary is unchanged.
     const metadataFor = (
       notes: string | null | undefined,
       inlineFindings: InlineFinding[],
+      degraded?: boolean,
     ): Record<string, unknown> => ({
       rag: attributeReviewRagTelemetry(ragTelemetry, {
         notes,
         findings,
         inlineFindings,
       }),
+      ...(degraded
+        ? {
+            /* v8 ignore next -- current review runner always supplies diagnostics for completed AI attempts; the `?? []` is a type-level fallback for the optional field. */
+            reviewDiagnostics: formatReviewDiagnosticsForCapture(result.reviewDiagnostics ?? []),
+          }
+        : {}),
     });
     if (result.inconclusive && hasPublicReviewAssessment(result.advisoryNotes)) {
       return {
@@ -1003,7 +1024,7 @@ export async function runAiReviewForAdvisory(
         reviewerCount: result.reviewerCount,
         inlineFindings: [],
         findings,
-        metadata: metadataFor(result.advisoryNotes, []),
+        metadata: metadataFor(result.advisoryNotes, [], true),
         cacheable: false,
         valueAssessment: result.valueAssessment ?? undefined,
       };
@@ -1026,7 +1047,7 @@ export async function runAiReviewForAdvisory(
         reviewerCount: result.reviewerCount,
         inlineFindings: [],
         findings,
-        metadata: metadataFor(null, []),
+        metadata: metadataFor(null, [], true),
         cacheable: false,
       };
     }
@@ -1068,7 +1089,7 @@ export async function runAiReviewForAdvisory(
       reviewerCount: result.reviewerCount,
       inlineFindings: [],
       findings,
-      metadata: metadataFor(null, []),
+      metadata: metadataFor(null, [], true),
       cacheable: false,
     };
   } catch (error) {
diff --git a/test/unit/ai-review-advisory.test.ts b/test/unit/ai-review-advisory.test.ts
index f508e611aa..9089cee498 100644
--- a/test/unit/ai-review-advisory.test.ts
+++ b/test/unit/ai-review-advisory.test.ts
@@ -814,6 +814,46 @@ describe("runAiReviewForAdvisory", () => {
     captureSpy.mockRestore();
   });
 
+  it("#9432: persists the review diagnostics into metadata when no public notes were produced", async () => {
+    // The whole point: `metadata_json.inconclusive` says a review degraded but not WHY, and the diagnostics
+    // used to reach PostHog only -- unreadable during an incident without an interactive OAuth. An empty
+    // provider response must now be recoverable from the row itself as `empty_output`, which is what
+    // distinguishes "the model returned nothing" from "the model returned a narrative we then dropped".
+    const result = await runAiReviewForAdvisory(aiEnv(async () => ({ response: "" })), {
+      mode: "live",
+      settings: { aiReviewMode: "advisory" } as RepositorySettings,
+      advisory: advisory(),
+      repoFullName: "acme/widgets",
+      pr,
+      author: "alice",
+      confirmedContributor: true,
+    });
+    const diagnostics = result?.metadata?.reviewDiagnostics as string[] | undefined;
+    expect(Array.isArray(diagnostics)).toBe(true);
+    expect(diagnostics?.length).toBeGreaterThan(0);
+    // Compact `model#attempt:status` form from formatReviewDiagnosticsForCapture -- the status is the payload.
+    expect(diagnostics?.every((entry) => /^[^#]+#\d+:/.test(entry))).toBe(true);
+    expect(diagnostics?.join("\n")).toContain("empty_output");
+  });
+
+  it("#9432: omits the review diagnostics from metadata on a healthy review", async () => {
+    // The other side of the `degraded` branch. Diagnostics are deliberately NOT written on the success path:
+    // every byte lands in a D1 row, and this database hit its 10 GB ceiling on 2026-07-26. Diagnosability is
+    // bought only for the reviews that actually failed.
+    const result = await runAiReviewForAdvisory(aiEnv(async () => ({ response: defectJson() })), {
+      mode: "live",
+      settings: { aiReviewMode: "advisory" } as RepositorySettings,
+      advisory: advisory(),
+      repoFullName: "acme/widgets",
+      pr,
+      author: "alice",
+      confirmedContributor: true,
+    });
+    expect(result?.notes).toBeTruthy();
+    expect(result?.metadata).toBeDefined();
+    expect(result?.metadata?.reviewDiagnostics).toBeUndefined();
+  });
+
   it("#8790: stops retrying a model after a byte-identical repeat of a failed attempt (deterministic at temperature 0)", async () => {
     const adv = advisory();
     let aiCalls = 0;