Improve audit pipeline and outreach review

convex/auditGeneration.ts

@@ -38,6 +38,19 @@ const auditGenerationParsedJson = v.union(
   v.string(),
   v.record(v.string(), auditGenerationParsedValue),
 );
+const auditFindingEvidenceRef = v.object({
+  id: v.string(),
+  type: v.union(
+    v.literal("crawl_page"),
+    v.literal("technical_check"),
+    v.literal("screenshot"),
+    v.literal("pagespeed"),
+    v.literal("jina_excerpt"),
+    v.literal("generation_stage"),
+  ),
+  label: v.string(),
+  sourceUrl: v.optional(v.string()),
+});
 
 type AuditGenerationLead = Pick<
   Doc<"leads">,
@@ -569,6 +582,57 @@ export const persistAuditGenerationResult = internalMutation({
   },
 });
 
+export const replaceAuditFindings = internalMutation({
+  args: {
+    auditId: v.id("audits"),
+    runId: v.id("agentRuns"),
+    findings: v.array(
+      v.object({
+        skillId: v.string(),
+        claim: v.string(),
+        recommendation: v.string(),
+        customerBenefit: v.string(),
+        severity: v.union(v.literal(1), v.literal(2), v.literal(3)),
+        confidence: v.number(),
+        evidenceRefs: v.array(auditFindingEvidenceRef),
+        reviewStatus: v.union(
+          v.literal("pending"),
+          v.literal("accepted"),
+          v.literal("rejected"),
+        ),
+      }),
+    ),
+  },
+  handler: async (ctx, args) => {
+    const existing = await ctx.db
+      .query("auditFindings")
+      .withIndex("by_auditId", (q) => q.eq("auditId", args.auditId))
+      .collect();
+
+    for (const finding of existing) {
+      await ctx.db.delete(finding._id);
+    }
+
+    const now = Date.now();
+    for (const finding of args.findings) {
+      await ctx.db.insert("auditFindings", {
+        auditId: args.auditId,
+        runId: args.runId,
+        skillId: finding.skillId,
+        claim: finding.claim,
+        recommendation: finding.recommendation,
+        customerBenefit: finding.customerBenefit,
+        severity: finding.severity,
+        confidence: finding.confidence,
+        evidenceRefs: finding.evidenceRefs,
+        reviewStatus: finding.reviewStatus,
+        createdAt: now,
+        updatedAt: now,
+      });
+    }
+  },
+});
+
 export const persistExternalCaptureScreenshot = internalMutation({
   args: {
     leadId: v.id("leads"),