diff --git a/scripts/cicd/extract-playwright-counts.ts b/scripts/cicd/extract-playwright-counts.ts
index 89926ab98..027206673 100755
--- a/scripts/cicd/extract-playwright-counts.ts
+++ b/scripts/cicd/extract-playwright-counts.ts
@@ -52,6 +52,14 @@ interface FailingTest {
   line: number
   error: string
   tracePath?: string
+  failureType?: 'screenshot' | 'expectation' | 'timeout' | 'other'
+}
+
+interface FailureTypeCounts {
+  screenshot: number
+  expectation: number
+  timeout: number
+  other: number
 }
 
 interface TestCounts {
@@ -61,6 +69,48 @@ interface TestCounts {
   skipped: number
   total: number
   failingTests?: FailingTest[]
+  failureTypes?: FailureTypeCounts
+}
+
+/**
+ * Categorize the failure type based on error message
+ */
+function categorizeFailureType(
+  error: string,
+  status: string
+): 'screenshot' | 'expectation' | 'timeout' | 'other' {
+  if (status === 'timedOut') {
+    return 'timeout'
+  }
+
+  const errorLower = error.toLowerCase()
+
+  // Screenshot-related errors
+  if (
+    errorLower.includes('screenshot') ||
+    errorLower.includes('snapshot') ||
+    errorLower.includes('toHaveScreenshot') ||
+    errorLower.includes('image comparison') ||
+    errorLower.includes('pixel') ||
+    errorLower.includes('visual')
+  ) {
+    return 'screenshot'
+  }
+
+  // Expectation errors
+  if (
+    errorLower.includes('expect') ||
+    errorLower.includes('assertion') ||
+    errorLower.includes('toEqual') ||
+    errorLower.includes('toBe') ||
+    errorLower.includes('toContain') ||
+    errorLower.includes('toHave') ||
+    errorLower.includes('toMatch')
+  ) {
+    return 'expectation'
+  }
+
+  return 'other'
 }
 
 /**
@@ -94,12 +144,15 @@ function extractFailingTests(
             }
           }
 
+          const failureType = categorizeFailureType(error, result.status)
+
           failingTests.push({
             name: test.title,
             filePath: test.location?.file || 'unknown',
             line: test.location?.line || 0,
             error: error.split('\n')[0], // First line of error
-            tracePath
+            tracePath,
+            failureType
           })
         }
       }
@@ -126,7 +179,13 @@ function extractTestCounts(reportDir: string): TestCounts {
     flaky: 0,
     skipped: 0,
     total: 0,
-    failingTests: []
+    failingTests: [],
+    failureTypes: {
+      screenshot: 0,
+      expectation: 0,
+      timeout: 0,
+      other: 0
+    }
   }
 
   try {
@@ -155,6 +214,14 @@ function extractTestCounts(reportDir: string): TestCounts {
           }
         }
 
+        // Count failure types
+        if (counts.failingTests) {
+          for (const test of counts.failingTests) {
+            const type = test.failureType || 'other'
+            counts.failureTypes![type]++
+          }
+        }
+
         return counts
       }
     }
@@ -195,6 +262,14 @@ function extractTestCounts(reportDir: string): TestCounts {
               }
             }
 
+            // Count failure types
+            if (counts.failingTests) {
+              for (const test of counts.failingTests) {
+                const type = test.failureType || 'other'
+                counts.failureTypes![type]++
+              }
+            }
+
             return counts
           }
         } catch (e) {
@@ -230,6 +305,14 @@ function extractTestCounts(reportDir: string): TestCounts {
               }
             }
 
+            // Count failure types
+            if (counts.failingTests) {
+              for (const test of counts.failingTests) {
+                const type = test.failureType || 'other'
+                counts.failureTypes![type]++
+              }
+            }
+
             return counts
           }
         } catch (e) {
diff --git a/scripts/cicd/pr-playwright-deploy-and-comment.sh b/scripts/cicd/pr-playwright-deploy-and-comment.sh
index 9940b4447..2a060f1fd 100755
--- a/scripts/cicd/pr-playwright-deploy-and-comment.sh
+++ b/scripts/cicd/pr-playwright-deploy-and-comment.sh
@@ -252,6 +252,10 @@ else
     total_flaky=0
     total_skipped=0
     total_tests=0
+    total_screenshot_failures=0
+    total_expectation_failures=0
+    total_timeout_failures=0
+    total_other_failures=0
     
     # Parse counts and calculate totals
     IFS='|' read -r -a counts_array <<< "$all_counts"
@@ -265,6 +269,10 @@ else
                 flaky=$(echo "$counts_json" | jq -r '.flaky // 0')
                 skipped=$(echo "$counts_json" | jq -r '.skipped // 0')
                 total=$(echo "$counts_json" | jq -r '.total // 0')
+                screenshot=$(echo "$counts_json" | jq -r '.failureTypes.screenshot // 0')
+                expectation=$(echo "$counts_json" | jq -r '.failureTypes.expectation // 0')
+                timeout=$(echo "$counts_json" | jq -r '.failureTypes.timeout // 0')
+                other=$(echo "$counts_json" | jq -r '.failureTypes.other // 0')
             else
                 # Fallback parsing without jq
                 passed=$(echo "$counts_json" | sed -n 's/.*"passed":\([0-9]*\).*/\1/p')
@@ -272,13 +280,21 @@ else
                 flaky=$(echo "$counts_json" | sed -n 's/.*"flaky":\([0-9]*\).*/\1/p')
                 skipped=$(echo "$counts_json" | sed -n 's/.*"skipped":\([0-9]*\).*/\1/p')
                 total=$(echo "$counts_json" | sed -n 's/.*"total":\([0-9]*\).*/\1/p')
+                screenshot=0
+                expectation=0
+                timeout=0
+                other=0
             fi
-            
+
             total_passed=$((total_passed + ${passed:-0}))
             total_failed=$((total_failed + ${failed:-0}))
             total_flaky=$((total_flaky + ${flaky:-0}))
             total_skipped=$((total_skipped + ${skipped:-0}))
             total_tests=$((total_tests + ${total:-0}))
+            total_screenshot_failures=$((total_screenshot_failures + ${screenshot:-0}))
+            total_expectation_failures=$((total_expectation_failures + ${expectation:-0}))
+            total_timeout_failures=$((total_timeout_failures + ${timeout:-0}))
+            total_other_failures=$((total_other_failures + ${other:-0}))
         fi
     done
     unset IFS
@@ -309,6 +325,13 @@ $status_icon **$status_text** • ⏰ $(date -u '+%m/%d/%Y, %I:%M:%S %p') UTC"
         comment="$comment
 
 **$total_passed** ✅ • **$total_failed** $([ $total_failed -gt 0 ] && echo '❌' || echo '✅') • **$total_flaky** $([ $total_flaky -gt 0 ] && echo '⚠️' || echo '✅') • **$total_skipped** ⏭️ • **$total_tests** total"
+
+        # Add failure breakdown if there are failures
+        if [ $total_failed -gt 0 ]; then
+            comment="$comment
+
+**Failure Breakdown:** 📸 $total_screenshot_failures screenshot • ✓ $total_expectation_failures expectation • ⏱️ $total_timeout_failures timeout • ❓ $total_other_failures other"
+        fi
     fi
     
     # Collect all failing tests across browsers