diff --git a/public/js/admin/audit-analytics.js b/public/js/admin/audit-analytics.js
index b725f0e6..b3ebd95b 100644
--- a/public/js/admin/audit-analytics.js
+++ b/public/js/admin/audit-analytics.js
@@ -121,7 +121,8 @@ function updateSummaryCards() {
   const totalDecisions = auditData.length;
   const allowedCount = auditData.filter(d => d.allowed).length;
   const blockedCount = auditData.filter(d => !d.allowed).length;
-  const violationsCount = auditData.filter(d => d.violations && d.violations.length > 0).length;
+  // Count total violations across all decisions (not just decisions with violations)
+  const violationsCount = auditData.reduce((sum, d) => sum + (d.violations ? d.violations.length : 0), 0);
   const servicesSet = new Set(auditData.map(d => d.service).filter(s => s && s !== 'unknown'));
 
   document.getElementById('total-decisions').textContent = totalDecisions;
@@ -304,8 +305,19 @@ async function renderBusinessIntelligence() {
   progressBar.style.width = maturityScore + '%';
 
   // PHASE 3.4: Framework Participation Rate
+  // All decisions from framework services represent framework participation
+  const frameworkServices = [
+    'FileEditHook',
+    'BoundaryEnforcer',
+    'ContextPressureMonitor',
+    'MetacognitiveVerifier',
+    'CrossReferenceValidator',
+    'InstructionPersistenceClassifier',
+    'PluralisticDeliberationOrchestrator'
+  ];
+
   const frameworkBackedDecisions = auditData.filter(d =>
-    d.metadata && d.metadata.framework_backed_decision === true
+    frameworkServices.includes(d.service)
   );
   const participationRate = auditData.length > 0
     ? ((frameworkBackedDecisions.length / auditData.length) * 100).toFixed(1)
@@ -356,11 +368,13 @@ async function renderBusinessIntelligence() {
   }
 
   // Team Comparison (AI vs Human)
+  // Use same framework services list defined above
   const aiDecisions = auditData.filter(d =>
-    d.service === 'FileEditHook' || d.service === 'BoundaryEnforcer' ||
-    d.service === 'ContextPressureMonitor' || d.service === 'MetacognitiveVerifier'
+    frameworkServices.includes(d.service)
+  );
+  const humanDecisions = auditData.filter(d =>
+    !frameworkServices.includes(d.service) && d.service && d.service !== 'unknown'
   );
-  const humanDecisions = auditData.filter(d => !aiDecisions.includes(d));
 
   const comparisonEl = document.getElementById('team-comparison');
   comparisonEl.innerHTML = '';
diff --git a/src/controllers/audit.controller.js b/src/controllers/audit.controller.js
index 1ba1c0f4..99269c59 100644
--- a/src/controllers/audit.controller.js
+++ b/src/controllers/audit.controller.js
@@ -105,7 +105,7 @@ async function getAuditAnalytics(req, res) {
       total: decisions.length,
       allowed: allowedDecisions.length,
       blocked: blockedDecisions.length,
-      violations: decisions.filter(d => d.violations && d.violations.length > 0).length,
+      violations: decisions.reduce((sum, d) => sum + (d.violations ? d.violations.length : 0), 0),
 
       // Block metrics
       blockRate: decisions.length > 0 ? ((blockedDecisions.length / decisions.length) * 100).toFixed(1) : 0,
@@ -345,17 +345,23 @@ async function getAuditAnalytics(req, res) {
 
     // === AI vs HUMAN PERFORMANCE ===
 
-    // Detect AI vs Human based on service patterns
-    // AI = FileEditHook, Framework services
-    // Human = Manual overrides, direct database operations
+    // All framework services are AI-assisted decisions
+    // Framework services: ALL decisions in audit logs are framework-backed
+    const frameworkServices = [
+      'FileEditHook',
+      'BoundaryEnforcer',
+      'ContextPressureMonitor',
+      'MetacognitiveVerifier',
+      'CrossReferenceValidator',
+      'InstructionPersistenceClassifier',
+      'PluralisticDeliberationOrchestrator'
+    ];
+
     const aiDecisions = decisions.filter(d =>
-      d.service === 'FileEditHook' ||
-      d.service === 'BoundaryEnforcer' ||
-      d.service === 'ContextPressureMonitor' ||
-      d.service === 'MetacognitiveVerifier'
+      frameworkServices.includes(d.service)
     );
     const humanDecisions = decisions.filter(d =>
-      !aiDecisions.includes(d)
+      !frameworkServices.includes(d.service) && d.service && d.service !== 'unknown'
     );
 
     const aiBlocked = aiDecisions.filter(d => !d.allowed).length;
@@ -376,6 +382,11 @@ async function getAuditAnalytics(req, res) {
       }
     };
 
+    // Calculate overall block rate (needed for maturity score)
+    const totalDecisions = decisions.length;
+    const totalBlocks = blockedDecisions.length;
+    const avgBlockRate = totalDecisions > 0 ? (totalBlocks / totalDecisions) : 0;
+
     // Framework Maturity Score (0-100)
     // Based on: block rate trend, severity distribution, learning curve
     const recentDays = 7;
@@ -411,9 +422,6 @@ async function getAuditAnalytics(req, res) {
     };
 
     // ROI Projections
-    const totalDecisions = decisions.length;
-    const totalBlocks = blockedDecisions.length;
-    const avgBlockRate = totalDecisions > 0 ? (totalBlocks / totalDecisions) : 0;
 
     analytics.roiProjections = {
       // Current period metrics