Cloud/tracking v2 (#6400)

## Summary

<!-- One sentence describing what changed and why. -->

## Changes

- **What**: <!-- Core functionality added/modified -->
- **Breaking**: <!-- Any breaking changes (if none, remove this line)
-->
- **Dependencies**: <!-- New dependencies (if none, remove this line)
-->

## Review Focus

<!-- Critical design decisions or edge cases that need attention -->

<!-- If this PR fixes an issue, uncomment and update the line below -->
<!-- Fixes #ISSUE_NUMBER -->

## Screenshots (if applicable)

<!-- Add screenshots or video recording to help explain your changes -->

┆Issue is synchronized with this [Notion
page](https://www.notion.so/PR-6400-Cloud-tracking-v2-29c6d73d365081a1ae32e9337f510a9e)
by [Unito](https://www.unito.io)

---------

Co-authored-by: Arjan Singh <arjan@comfy.org>

src/components/dialog/content/credit/CreditTopUpOption.vue

@@ -43,8 +43,10 @@ import Tag from 'primevue/tag'
 import { onBeforeUnmount, ref } from 'vue'
 
 import { useFirebaseAuthActions } from '@/composables/auth/useFirebaseAuthActions'
+import { useTelemetry } from '@/platform/telemetry'
 
 const authActions = useFirebaseAuthActions()
+const telemetry = useTelemetry()
 
 const {
   amount,
@@ -61,8 +63,11 @@ const didClickBuyNow = ref(false)
 const loading = ref(false)
 
 const handleBuyNow = async () => {
+  const creditAmount = editable ? customAmount.value : amount
+  telemetry?.trackApiCreditTopupButtonPurchaseClicked(creditAmount)
+
   loading.value = true
-  await authActions.purchaseCredits(editable ? customAmount.value : amount)
+  await authActions.purchaseCredits(creditAmount)
   loading.value = false
   didClickBuyNow.value = true
 }

src/components/searchbox/NodeSearchBox.vue

@@ -51,7 +51,7 @@
       multiple
       :option-label="'display_name'"
       @complete="search($event.query)"
-      @option-select="emit('addNode', $event.value)"
+      @option-select="onAddNode($event.value)"
       @focused-option-changed="setHoverSuggestion($event)"
     >
       <template #option="{ option }">
@@ -78,6 +78,7 @@
 </template>
 
 <script setup lang="ts">
+import { debounce } from 'es-toolkit/compat'
 import Button from 'primevue/button'
 import Dialog from 'primevue/dialog'
 import { computed, nextTick, onMounted, ref } from 'vue'
@@ -88,6 +89,7 @@ import AutoCompletePlus from '@/components/primevueOverride/AutoCompletePlus.vue
 import NodeSearchFilter from '@/components/searchbox/NodeSearchFilter.vue'
 import NodeSearchItem from '@/components/searchbox/NodeSearchItem.vue'
 import { useSettingStore } from '@/platform/settings/settingStore'
+import { useTelemetry } from '@/platform/telemetry'
 import type { ComfyNodeDefImpl } from '@/stores/nodeDefStore'
 import { useNodeDefStore, useNodeFrequencyStore } from '@/stores/nodeDefStore'
 import type { FuseFilterWithValue } from '@/utils/fuseUtil'
@@ -96,6 +98,7 @@ import SearchFilterChip from '../common/SearchFilterChip.vue'
 
 const settingStore = useSettingStore()
 const { t } = useI18n()
+const telemetry = useTelemetry()
 
 const enableNodePreview = computed(() =>
   settingStore.get('Comfy.NodeSearchBoxImpl.NodePreview')
@@ -118,6 +121,14 @@ const placeholder = computed(() => {
 
 const nodeDefStore = useNodeDefStore()
 const nodeFrequencyStore = useNodeFrequencyStore()
+
+// Debounced search tracking (500ms as per implementation plan)
+const debouncedTrackSearch = debounce((query: string) => {
+  if (query.trim()) {
+    telemetry?.trackNodeSearch({ query })
+  }
+}, 500)
+
 const search = (query: string) => {
   const queryIsEmpty = query === '' && filters.length === 0
   currentQuery.value = query
@@ -128,10 +139,22 @@ const search = (query: string) => {
           limit: searchLimit
         })
       ]
+
+  // Track search queries with debounce
+  debouncedTrackSearch(query)
 }
 
 const emit = defineEmits(['addFilter', 'removeFilter', 'addNode'])
 
+// Track node selection and emit addNode event
+const onAddNode = (nodeDef: ComfyNodeDefImpl) => {
+  telemetry?.trackNodeSearchResultSelected({
+    node_type: nodeDef.name,
+    last_query: currentQuery.value
+  })
+  emit('addNode', nodeDef)
+}
+
 let inputElement: HTMLInputElement | null = null
 const reFocusInput = async () => {
   inputElement ??= document.getElementById(inputId) as HTMLInputElement

src/composables/useTemplateFiltering.ts

@@ -1,9 +1,11 @@
 import { refDebounced } from '@vueuse/core'
 import Fuse from 'fuse.js'
-import { computed, ref } from 'vue'
+import { computed, ref, watch } from 'vue'
 import type { Ref } from 'vue'
 
+import { useTelemetry } from '@/platform/telemetry'
 import type { TemplateInfo } from '@/platform/workflow/templates/types/template'
+import { debounce } from 'es-toolkit/compat'
 
 export function useTemplateFiltering(
   templates: Ref<TemplateInfo[]> | TemplateInfo[]
@@ -212,6 +214,38 @@ export function useTemplateFiltering(
   const filteredCount = computed(() => filteredTemplates.value.length)
   const totalCount = computed(() => templatesArray.value.length)
 
+  // Template filter tracking (debounced to avoid excessive events)
+  const debouncedTrackFilterChange = debounce(() => {
+    useTelemetry()?.trackTemplateFilterChanged({
+      search_query: searchQuery.value || undefined,
+      selected_models: selectedModels.value,
+      selected_use_cases: selectedUseCases.value,
+      selected_licenses: selectedLicenses.value,
+      sort_by: sortBy.value,
+      filtered_count: filteredCount.value,
+      total_count: totalCount.value
+    })
+  }, 500)
+
+  // Watch for filter changes and track them
+  watch(
+    [searchQuery, selectedModels, selectedUseCases, selectedLicenses, sortBy],
+    () => {
+      // Only track if at least one filter is active (to avoid tracking initial state)
+      const hasActiveFilters =
+        searchQuery.value.trim() !== '' ||
+        selectedModels.value.length > 0 ||
+        selectedUseCases.value.length > 0 ||
+        selectedLicenses.value.length > 0 ||
+        sortBy.value !== 'default'
+
+      if (hasActiveFilters) {
+        debouncedTrackFilterChange()
+      }
+    },
+    { deep: true }
+  )
+
   return {
     // State
     searchQuery,

src/composables/useWorkflowTemplateSelectorDialog.ts

@@ -1,4 +1,5 @@
 import WorkflowTemplateSelectorDialog from '@/components/custom/widget/WorkflowTemplateSelectorDialog.vue'
+import { useTelemetry } from '@/platform/telemetry'
 import { useDialogService } from '@/services/dialogService'
 import { useDialogStore } from '@/stores/dialogStore'
 
@@ -13,6 +14,8 @@ export const useWorkflowTemplateSelectorDialog = () => {
   }
 
   function show() {
+    useTelemetry()?.trackTemplateLibraryOpened({ source: 'command' })
+
     dialogService.showLayoutDialog({
       key: DIALOG_KEY,
       component: WorkflowTemplateSelectorDialog,

src/platform/cloud/subscription/components/SubscribeButton.vue

@@ -37,6 +37,7 @@ const emit = defineEmits<{
 }>()
 
 const { subscribe, isActiveSubscription, fetchStatus } = useSubscription()
+const telemetry = useTelemetry()
 
 const isLoading = ref(false)
 const isPolling = ref(false)
@@ -62,6 +63,7 @@ const startPollingSubscriptionStatus = () => {
 
       if (isActiveSubscription.value) {
         stopPolling()
+        telemetry?.trackMonthlySubscriptionSucceeded()
         emit('subscribed')
       }
     } catch (error) {

src/platform/telemetry/providers/cloud/MixpanelTelemetryProvider.ts

@@ -3,18 +3,31 @@ import type { OverridedMixpanel } from 'mixpanel-browser'
 import { useCurrentUser } from '@/composables/auth/useCurrentUser'
 import { useWorkflowStore } from '@/platform/workflow/management/stores/workflowStore'
 import { useWorkflowTemplatesStore } from '@/platform/workflow/templates/repositories/workflowTemplatesStore'
+import { app } from '@/scripts/app'
+import { useNodeDefStore } from '@/stores/nodeDefStore'
+import { NodeSourceType } from '@/types/nodeSource'
+import { reduceAllNodes } from '@/utils/graphTraversalUtil'
+import { normalizeSurveyResponses } from '../../utils/surveyNormalization'
 
 import type {
   AuthMetadata,
+  CreditTopupMetadata,
   ExecutionContext,
   ExecutionErrorMetadata,
   ExecutionSuccessMetadata,
+  NodeSearchMetadata,
+  NodeSearchResultMetadata,
+  PageVisibilityMetadata,
   RunButtonProperties,
   SurveyResponses,
+  TabCountMetadata,
   TelemetryEventName,
   TelemetryEventProperties,
   TelemetryProvider,
-  TemplateMetadata
+  TemplateFilterMetadata,
+  TemplateLibraryMetadata,
+  TemplateMetadata,
+  WorkflowImportMetadata
 } from '../../types'
 import { TelemetryEvents } from '../../types'
 
@@ -123,6 +136,10 @@ export class MixpanelTelemetryProvider implements TelemetryProvider {
     this.trackEvent(TelemetryEvents.USER_AUTH_COMPLETED, metadata)
   }
 
+  trackUserLoggedIn(): void {
+    this.trackEvent(TelemetryEvents.USER_LOGGED_IN)
+  }
+
   trackSubscription(event: 'modal_opened' | 'subscribe_clicked'): void {
     const eventName =
       event === 'modal_opened'
@@ -132,6 +149,20 @@ export class MixpanelTelemetryProvider implements TelemetryProvider {
     this.trackEvent(eventName)
   }
 
+  trackMonthlySubscriptionSucceeded(): void {
+    this.trackEvent(TelemetryEvents.MONTHLY_SUBSCRIPTION_SUCCEEDED)
+  }
+
+  trackApiCreditTopupButtonPurchaseClicked(amount: number): void {
+    const metadata: CreditTopupMetadata = {
+      credit_amount: amount
+    }
+    this.trackEvent(
+      TelemetryEvents.API_CREDIT_TOPUP_BUTTON_PURCHASE_CLICKED,
+      metadata
+    )
+  }
+
   trackRunButton(options?: { subscribe_to_run?: boolean }): void {
     const executionContext = this.getExecutionContext()
 
@@ -153,7 +184,21 @@ export class MixpanelTelemetryProvider implements TelemetryProvider {
         ? TelemetryEvents.USER_SURVEY_OPENED
         : TelemetryEvents.USER_SURVEY_SUBMITTED
 
-    this.trackEvent(eventName, responses)
+    // Apply normalization to survey responses
+    const normalizedResponses = responses
+      ? normalizeSurveyResponses(responses)
+      : undefined
+
+    this.trackEvent(eventName, normalizedResponses)
+
+    // If this is a survey submission, also set user properties with normalized data
+    if (stage === 'submitted' && normalizedResponses && this.mixpanel) {
+      try {
+        this.mixpanel.people.set(normalizedResponses)
+      } catch (error) {
+        console.error('Failed to set survey user properties:', error)
+      }
+    }
   }
 
   trackEmailVerification(stage: 'opened' | 'requested' | 'completed'): void {
@@ -178,6 +223,34 @@ export class MixpanelTelemetryProvider implements TelemetryProvider {
     this.trackEvent(TelemetryEvents.TEMPLATE_WORKFLOW_OPENED, metadata)
   }
 
+  trackTemplateLibraryOpened(metadata: TemplateLibraryMetadata): void {
+    this.trackEvent(TelemetryEvents.TEMPLATE_LIBRARY_OPENED, metadata)
+  }
+
+  trackWorkflowImported(metadata: WorkflowImportMetadata): void {
+    this.trackEvent(TelemetryEvents.WORKFLOW_IMPORTED, metadata)
+  }
+
+  trackPageVisibilityChanged(metadata: PageVisibilityMetadata): void {
+    this.trackEvent(TelemetryEvents.PAGE_VISIBILITY_CHANGED, metadata)
+  }
+
+  trackTabCount(metadata: TabCountMetadata): void {
+    this.trackEvent(TelemetryEvents.TAB_COUNT_TRACKING, metadata)
+  }
+
+  trackNodeSearch(metadata: NodeSearchMetadata): void {
+    this.trackEvent(TelemetryEvents.NODE_SEARCH, metadata)
+  }
+
+  trackNodeSearchResultSelected(metadata: NodeSearchResultMetadata): void {
+    this.trackEvent(TelemetryEvents.NODE_SEARCH_RESULT_SELECTED, metadata)
+  }
+
+  trackTemplateFilterChanged(metadata: TemplateFilterMetadata): void {
+    this.trackEvent(TelemetryEvents.TEMPLATE_FILTER_CHANGED, metadata)
+  }
+
   trackWorkflowExecution(): void {
     const context = this.getExecutionContext()
     this.trackEvent(TelemetryEvents.EXECUTION_START, context)
@@ -194,8 +267,28 @@ export class MixpanelTelemetryProvider implements TelemetryProvider {
   getExecutionContext(): ExecutionContext {
     const workflowStore = useWorkflowStore()
     const templatesStore = useWorkflowTemplatesStore()
+    const nodeDefStore = useNodeDefStore()
     const activeWorkflow = workflowStore.activeWorkflow
 
+    // Calculate node metrics in a single traversal
+    const nodeMetrics = reduceAllNodes(
+      app.graph,
+      (acc, node) => {
+        const nodeDef = nodeDefStore.nodeDefsByName[node.type]
+        const isCustomNode =
+          nodeDef?.nodeSource?.type === NodeSourceType.CustomNodes
+        const isApiNode = nodeDef?.api_node === true
+        const isSubgraph = node.isSubgraphNode?.() === true
+
+        return {
+          custom_node_count: acc.custom_node_count + (isCustomNode ? 1 : 0),
+          api_node_count: acc.api_node_count + (isApiNode ? 1 : 0),
+          subgraph_count: acc.subgraph_count + (isSubgraph ? 1 : 0)
+        }
+      },
+      { custom_node_count: 0, api_node_count: 0, subgraph_count: 0 }
+    )
+
     if (activeWorkflow?.filename) {
       const isTemplate = templatesStore.knownTemplateNames.has(
         activeWorkflow.filename
@@ -218,19 +311,22 @@ export class MixpanelTelemetryProvider implements TelemetryProvider {
           template_tags: englishMetadata?.tags ?? template?.tags,
           template_models: englishMetadata?.models ?? template?.models,
           template_use_case: englishMetadata?.useCase ?? template?.useCase,
-          template_license: englishMetadata?.license ?? template?.license
+          template_license: englishMetadata?.license ?? template?.license,
+          ...nodeMetrics
         }
       }
 
       return {
         is_template: false,
-        workflow_name: activeWorkflow.filename
+        workflow_name: activeWorkflow.filename,
+        ...nodeMetrics
       }
     }
 
     return {
       is_template: false,
-      workflow_name: undefined
+      workflow_name: undefined,
+      ...nodeMetrics
     }
   }
 }

src/platform/telemetry/types.ts

@@ -57,6 +57,10 @@ export interface ExecutionContext {
   template_models?: string[]
   template_use_case?: string
   template_license?: string
+  // Node composition metrics
+  custom_node_count: number
+  api_node_count: number
+  subgraph_count: number
 }
 
 /**
@@ -89,15 +93,87 @@ export interface TemplateMetadata {
   template_license?: string
 }
 
+/**
+ * Credit topup metadata
+ */
+export interface CreditTopupMetadata {
+  credit_amount: number
+}
+
+/**
+ * Workflow import metadata
+ */
+export interface WorkflowImportMetadata {
+  missing_node_count: number
+  missing_node_types: string[]
+}
+
+/**
+ * Template library metadata
+ */
+export interface TemplateLibraryMetadata {
+  source: 'sidebar' | 'menu' | 'command'
+}
+
+/**
+ * Page visibility metadata
+ */
+export interface PageVisibilityMetadata {
+  visibility_state: 'visible' | 'hidden'
+}
+
+/**
+ * Tab count metadata
+ */
+export interface TabCountMetadata {
+  tab_count: number
+}
+
+/**
+ * Node search metadata
+ */
+export interface NodeSearchMetadata {
+  query: string
+}
+
+/**
+ * Node search result selection metadata
+ */
+export interface NodeSearchResultMetadata {
+  node_type: string
+  last_query: string
+}
+
+/**
+ * Template filter tracking metadata
+ */
+export interface TemplateFilterMetadata {
+  search_query?: string
+  selected_models: string[]
+  selected_use_cases: string[]
+  selected_licenses: string[]
+  sort_by:
+    | 'default'
+    | 'alphabetical'
+    | 'newest'
+    | 'vram-low-to-high'
+    | 'model-size-low-to-high'
+  filtered_count: number
+  total_count: number
+}
+
 /**
  * Core telemetry provider interface
  */
 export interface TelemetryProvider {
   // Authentication flow events
   trackAuth(metadata: AuthMetadata): void
+  trackUserLoggedIn(): void
 
   // Subscription flow events
   trackSubscription(event: 'modal_opened' | 'subscribe_clicked'): void
+  trackMonthlySubscriptionSucceeded(): void
+  trackApiCreditTopupButtonPurchaseClicked(amount: number): void
   trackRunButton(options?: { subscribe_to_run?: boolean }): void
 
   // Survey flow events
@@ -108,6 +184,23 @@ export interface TelemetryProvider {
 
   // Template workflow events
   trackTemplate(metadata: TemplateMetadata): void
+  trackTemplateLibraryOpened(metadata: TemplateLibraryMetadata): void
+
+  // Workflow management events
+  trackWorkflowImported(metadata: WorkflowImportMetadata): void
+
+  // Page visibility events
+  trackPageVisibilityChanged(metadata: PageVisibilityMetadata): void
+
+  // Tab tracking events
+  trackTabCount(metadata: TabCountMetadata): void
+
+  // Node search analytics events
+  trackNodeSearch(metadata: NodeSearchMetadata): void
+  trackNodeSearchResultSelected(metadata: NodeSearchResultMetadata): void
+
+  // Template filter tracking events
+  trackTemplateFilterChanged(metadata: TemplateFilterMetadata): void
 
   // Workflow execution events
   trackWorkflowExecution(): void
@@ -125,11 +218,15 @@ export interface TelemetryProvider {
 export const TelemetryEvents = {
   // Authentication Flow
   USER_AUTH_COMPLETED: 'app:user_auth_completed',
+  USER_LOGGED_IN: 'app:user_logged_in',
 
   // Subscription Flow
   RUN_BUTTON_CLICKED: 'app:run_button_click',
   SUBSCRIPTION_REQUIRED_MODAL_OPENED: 'app:subscription_required_modal_opened',
   SUBSCRIBE_NOW_BUTTON_CLICKED: 'app:subscribe_now_button_clicked',
+  MONTHLY_SUBSCRIPTION_SUCCEEDED: 'app:monthly_subscription_succeeded',
+  API_CREDIT_TOPUP_BUTTON_PURCHASE_CLICKED:
+    'app:api_credit_topup_button_purchase_clicked',
 
   // Onboarding Survey
   USER_SURVEY_OPENED: 'app:user_survey_opened',
@@ -142,6 +239,23 @@ export const TelemetryEvents = {
 
   // Template Tracking
   TEMPLATE_WORKFLOW_OPENED: 'app:template_workflow_opened',
+  TEMPLATE_LIBRARY_OPENED: 'app:template_library_opened',
+
+  // Workflow Management
+  WORKFLOW_IMPORTED: 'app:workflow_imported',
+
+  // Page Visibility
+  PAGE_VISIBILITY_CHANGED: 'app:page_visibility_changed',
+
+  // Tab Tracking
+  TAB_COUNT_TRACKING: 'app:tab_count_tracking',
+
+  // Node Search Analytics
+  NODE_SEARCH: 'app:node_search',
+  NODE_SEARCH_RESULT_SELECTED: 'app:node_search_result_selected',
+
+  // Template Filter Analytics
+  TEMPLATE_FILTER_CHANGED: 'app:template_filter_changed',
 
   // Execution Lifecycle
   EXECUTION_START: 'execution_start',
@@ -163,3 +277,11 @@ export type TelemetryEventProperties =
   | RunButtonProperties
   | ExecutionErrorMetadata
   | ExecutionSuccessMetadata
+  | CreditTopupMetadata
+  | WorkflowImportMetadata
+  | TemplateLibraryMetadata
+  | PageVisibilityMetadata
+  | TabCountMetadata
+  | NodeSearchMetadata
+  | NodeSearchResultMetadata
+  | TemplateFilterMetadata

src/platform/telemetry/utils/__tests__/surveyNormalization.test.ts

@@ -0,0 +1,683 @@
+/**
+ * Unit tests for survey normalization utilities
+ * Uses real example data from migration script to verify categorization accuracy
+ */
+
+import { describe, expect, it } from 'vitest'
+
+import {
+  normalizeIndustry,
+  normalizeUseCase,
+  normalizeSurveyResponses
+} from '../surveyNormalization'
+
+describe('normalizeIndustry', () => {
+  describe('Film / TV / Animation category', () => {
+    it('should categorize film and television production', () => {
+      expect(normalizeIndustry('Film and television production')).toBe(
+        'Film / TV / Animation'
+      )
+      expect(normalizeIndustry('film')).toBe('Film / TV / Animation')
+      expect(normalizeIndustry('TV production')).toBe('Film / TV / Animation')
+      expect(normalizeIndustry('animation studio')).toBe(
+        'Film / TV / Animation'
+      )
+      expect(normalizeIndustry('VFX artist')).toBe('Film / TV / Animation')
+      expect(normalizeIndustry('cinema')).toBe('Film / TV / Animation')
+      expect(normalizeIndustry('documentary filmmaker')).toBe(
+        'Film / TV / Animation'
+      )
+    })
+
+    it('should handle typos and variations', () => {
+      expect(normalizeIndustry('animtion')).toBe('Film / TV / Animation')
+      expect(normalizeIndustry('film prod')).toBe('Film / TV / Animation')
+      expect(normalizeIndustry('movie production')).toBe(
+        'Film / TV / Animation'
+      )
+    })
+  })
+
+  describe('Marketing / Advertising / Social Media category', () => {
+    it('should categorize marketing and social media', () => {
+      expect(normalizeIndustry('Marketing & Social Media')).toBe(
+        'Marketing / Advertising / Social Media'
+      )
+      expect(normalizeIndustry('digital marketing')).toBe(
+        'Marketing / Advertising / Social Media'
+      )
+      expect(normalizeIndustry('YouTube content creation')).toBe(
+        'Marketing / Advertising / Social Media'
+      )
+      expect(normalizeIndustry('TikTok marketing')).toBe(
+        'Marketing / Advertising / Social Media'
+      )
+      expect(normalizeIndustry('brand promotion')).toBe(
+        'Marketing / Advertising / Social Media'
+      )
+      expect(normalizeIndustry('influencer marketing')).toBe(
+        'Marketing / Advertising / Social Media'
+      )
+    })
+
+    it('should handle social media variations', () => {
+      expect(normalizeIndustry('social content')).toBe(
+        'Marketing / Advertising / Social Media'
+      )
+      expect(normalizeIndustry('content creation')).toBe(
+        'Marketing / Advertising / Social Media'
+      )
+    })
+  })
+
+  describe('Software / IT / AI category', () => {
+    it('should categorize software development', () => {
+      expect(normalizeIndustry('Software Development')).toBe(
+        'Software / IT / AI'
+      )
+      expect(normalizeIndustry('tech startup')).toBe('Software / IT / AI')
+      expect(normalizeIndustry('AI research')).toBe('Software / IT / AI')
+      expect(normalizeIndustry('web development')).toBe('Software / IT / AI')
+      expect(normalizeIndustry('machine learning')).toBe('Software / IT / AI')
+      expect(normalizeIndustry('data science')).toBe('Software / IT / AI')
+      expect(normalizeIndustry('programming')).toBe('Software / IT / AI')
+    })
+
+    it('should handle IT variations', () => {
+      expect(normalizeIndustry('software engineer')).toBe('Software / IT / AI')
+      expect(normalizeIndustry('app developer')).toBe('Software / IT / AI')
+    })
+
+    it('should categorize corporate AI research', () => {
+      expect(normalizeIndustry('corporate AI research')).toBe(
+        'Software / IT / AI'
+      )
+      expect(normalizeIndustry('AI research lab')).toBe('Software / IT / AI')
+      expect(normalizeIndustry('tech company AI research')).toBe(
+        'Software / IT / AI'
+      )
+    })
+  })
+
+  describe('Gaming / Interactive Media category', () => {
+    it('should categorize gaming industry', () => {
+      expect(normalizeIndustry('Indie Game Studio')).toBe(
+        'Gaming / Interactive Media'
+      )
+      expect(normalizeIndustry('game development')).toBe(
+        'Gaming / Interactive Media'
+      )
+      expect(normalizeIndustry('VR development')).toBe(
+        'Gaming / Interactive Media'
+      )
+      expect(normalizeIndustry('interactive media')).toBe(
+        'Gaming / Interactive Media'
+      )
+      expect(normalizeIndustry('metaverse')).toBe('Gaming / Interactive Media')
+      expect(normalizeIndustry('Unity developer')).toBe(
+        'Gaming / Interactive Media'
+      )
+    })
+
+    it('should handle game dev variations', () => {
+      expect(normalizeIndustry('game dev')).toBe('Gaming / Interactive Media')
+      expect(normalizeIndustry('indie games')).toBe(
+        'Gaming / Interactive Media'
+      )
+    })
+  })
+
+  describe('Architecture / Engineering / Construction category', () => {
+    it('should categorize architecture and construction', () => {
+      expect(normalizeIndustry('Architecture firm')).toBe(
+        'Architecture / Engineering / Construction'
+      )
+      expect(normalizeIndustry('construction')).toBe(
+        'Architecture / Engineering / Construction'
+      )
+      expect(normalizeIndustry('civil engineering')).toBe(
+        'Architecture / Engineering / Construction'
+      )
+      expect(normalizeIndustry('interior design')).toBe(
+        'Architecture / Engineering / Construction'
+      )
+      expect(normalizeIndustry('landscape architecture')).toBe(
+        'Architecture / Engineering / Construction'
+      )
+      expect(normalizeIndustry('real estate')).toBe(
+        'Architecture / Engineering / Construction'
+      )
+    })
+  })
+
+  describe('Fashion / Beauty / Retail category', () => {
+    it('should categorize fashion and beauty', () => {
+      expect(normalizeIndustry('Custom Jewelry Design')).toBe(
+        'Fashion / Beauty / Retail'
+      )
+      expect(normalizeIndustry('fashion design')).toBe(
+        'Fashion / Beauty / Retail'
+      )
+      expect(normalizeIndustry('beauty industry')).toBe(
+        'Fashion / Beauty / Retail'
+      )
+      expect(normalizeIndustry('retail store')).toBe(
+        'Fashion / Beauty / Retail'
+      )
+      expect(normalizeIndustry('cosmetics')).toBe('Fashion / Beauty / Retail')
+    })
+  })
+
+  describe('Healthcare / Medical / Life Science category', () => {
+    it('should categorize medical and health fields', () => {
+      expect(normalizeIndustry('Medical Research')).toBe(
+        'Healthcare / Medical / Life Science'
+      )
+      expect(normalizeIndustry('healthcare')).toBe(
+        'Healthcare / Medical / Life Science'
+      )
+      expect(normalizeIndustry('biotech')).toBe(
+        'Healthcare / Medical / Life Science'
+      )
+      expect(normalizeIndustry('pharmaceutical')).toBe(
+        'Healthcare / Medical / Life Science'
+      )
+      expect(normalizeIndustry('clinical research')).toBe(
+        'Healthcare / Medical / Life Science'
+      )
+    })
+  })
+
+  describe('Education / Research category', () => {
+    it('should categorize education and research', () => {
+      expect(normalizeIndustry('university research')).toBe(
+        'Education / Research'
+      )
+      expect(normalizeIndustry('academic')).toBe('Education / Research')
+      expect(normalizeIndustry('teaching')).toBe('Education / Research')
+      expect(normalizeIndustry('student')).toBe('Education / Research')
+      expect(normalizeIndustry('professor')).toBe('Education / Research')
+    })
+
+    it('should categorize academic AI research', () => {
+      expect(normalizeIndustry('academic AI research')).toBe(
+        'Education / Research'
+      )
+      expect(normalizeIndustry('university AI research')).toBe(
+        'Education / Research'
+      )
+      expect(normalizeIndustry('AI research at university')).toBe(
+        'Education / Research'
+      )
+    })
+  })
+
+  describe('Fine Art / Contemporary Art category', () => {
+    it('should categorize art fields', () => {
+      expect(normalizeIndustry('fine art')).toBe('Fine Art / Contemporary Art')
+      expect(normalizeIndustry('contemporary artist')).toBe(
+        'Fine Art / Contemporary Art'
+      )
+      expect(normalizeIndustry('digital art')).toBe(
+        'Fine Art / Contemporary Art'
+      )
+      expect(normalizeIndustry('illustration')).toBe(
+        'Fine Art / Contemporary Art'
+      )
+      expect(normalizeIndustry('gallery')).toBe('Fine Art / Contemporary Art')
+    })
+  })
+
+  describe('Photography / Videography category', () => {
+    it('should categorize photography fields', () => {
+      expect(normalizeIndustry('photography')).toBe('Photography / Videography')
+      expect(normalizeIndustry('wedding photography')).toBe(
+        'Photography / Videography'
+      )
+      expect(normalizeIndustry('commercial photo')).toBe(
+        'Photography / Videography'
+      )
+      expect(normalizeIndustry('videography')).toBe('Photography / Videography')
+    })
+  })
+
+  describe('Product & Industrial Design category', () => {
+    it('should categorize product design', () => {
+      expect(normalizeIndustry('product design')).toBe(
+        'Product & Industrial Design'
+      )
+      expect(normalizeIndustry('industrial design')).toBe(
+        'Product & Industrial Design'
+      )
+      expect(normalizeIndustry('manufacturing')).toBe(
+        'Product & Industrial Design'
+      )
+      expect(normalizeIndustry('3d rendering')).toBe(
+        'Product & Industrial Design'
+      )
+      expect(normalizeIndustry('automotive design')).toBe(
+        'Product & Industrial Design'
+      )
+    })
+  })
+
+  describe('Music / Performing Arts category', () => {
+    it('should categorize music and performing arts', () => {
+      expect(normalizeIndustry('music production')).toBe(
+        'Music / Performing Arts'
+      )
+      expect(normalizeIndustry('theater')).toBe('Music / Performing Arts')
+      expect(normalizeIndustry('concert production')).toBe(
+        'Music / Performing Arts'
+      )
+      expect(normalizeIndustry('live events')).toBe('Music / Performing Arts')
+    })
+  })
+
+  describe('E-commerce / Print-on-Demand / Business category', () => {
+    it('should categorize business fields', () => {
+      expect(normalizeIndustry('ecommerce')).toBe(
+        'E-commerce / Print-on-Demand / Business'
+      )
+      expect(normalizeIndustry('print on demand')).toBe(
+        'E-commerce / Print-on-Demand / Business'
+      )
+      expect(normalizeIndustry('startup')).toBe(
+        'E-commerce / Print-on-Demand / Business'
+      )
+      expect(normalizeIndustry('online store')).toBe(
+        'E-commerce / Print-on-Demand / Business'
+      )
+    })
+  })
+
+  describe('Nonprofit / Government / Public Sector category', () => {
+    it('should categorize nonprofit and government', () => {
+      expect(normalizeIndustry('nonprofit')).toBe(
+        'Nonprofit / Government / Public Sector'
+      )
+      expect(normalizeIndustry('government agency')).toBe(
+        'Nonprofit / Government / Public Sector'
+      )
+      expect(normalizeIndustry('public service')).toBe(
+        'Nonprofit / Government / Public Sector'
+      )
+      expect(normalizeIndustry('charity')).toBe(
+        'Nonprofit / Government / Public Sector'
+      )
+    })
+  })
+
+  describe('Adult / NSFW category', () => {
+    it('should categorize adult content', () => {
+      expect(normalizeIndustry('adult entertainment')).toBe('Adult / NSFW')
+      expect(normalizeIndustry('NSFW content')).toBe('Adult / NSFW')
+    })
+  })
+
+  describe('Other / Undefined category', () => {
+    it('should handle undefined responses', () => {
+      expect(normalizeIndustry('other')).toBe('Other / Undefined')
+      expect(normalizeIndustry('none')).toBe('Other / Undefined')
+      expect(normalizeIndustry('undefined')).toBe('Other / Undefined')
+      expect(normalizeIndustry('unknown')).toBe('Other / Undefined')
+      expect(normalizeIndustry('n/a')).toBe('Other / Undefined')
+      expect(normalizeIndustry('not applicable')).toBe('Other / Undefined')
+      expect(normalizeIndustry('-')).toBe('Other / Undefined')
+      expect(normalizeIndustry('')).toBe('Other / Undefined')
+    })
+
+    it('should handle null and invalid inputs', () => {
+      expect(normalizeIndustry(null as any)).toBe('Other / Undefined')
+      expect(normalizeIndustry(undefined as any)).toBe('Other / Undefined')
+      expect(normalizeIndustry(123 as any)).toBe('Other / Undefined')
+    })
+  })
+
+  describe('Uncategorized responses', () => {
+    it('should preserve unknown creative fields with prefix', () => {
+      expect(normalizeIndustry('Unknown Creative Field')).toBe(
+        'Uncategorized: Unknown Creative Field'
+      )
+      expect(normalizeIndustry('Completely Novel Field')).toBe(
+        'Uncategorized: Completely Novel Field'
+      )
+    })
+  })
+})
+
+describe('normalizeUseCase', () => {
+  describe('Content Creation & Marketing', () => {
+    it('should categorize content creation', () => {
+      expect(normalizeUseCase('YouTube thumbnail generation')).toBe(
+        'Content Creation & Marketing'
+      )
+      expect(normalizeUseCase('social media content')).toBe(
+        'Content Creation & Marketing'
+      )
+      expect(normalizeUseCase('marketing campaigns')).toBe(
+        'Content Creation & Marketing'
+      )
+      expect(normalizeUseCase('TikTok content')).toBe(
+        'Content Creation & Marketing'
+      )
+      expect(normalizeUseCase('brand content creation')).toBe(
+        'Content Creation & Marketing'
+      )
+    })
+  })
+
+  describe('Art & Illustration', () => {
+    it('should categorize art and illustration', () => {
+      expect(normalizeUseCase('Creating concept art for movies')).toBe(
+        'Art & Illustration'
+      )
+      expect(normalizeUseCase('digital art')).toBe('Art & Illustration')
+      expect(normalizeUseCase('character design')).toBe('Art & Illustration')
+      expect(normalizeUseCase('illustration work')).toBe('Art & Illustration')
+      expect(normalizeUseCase('fantasy art')).toBe('Art & Illustration')
+    })
+  })
+
+  describe('Product Visualization & Design', () => {
+    it('should categorize product work', () => {
+      expect(normalizeUseCase('Product mockup creation')).toBe(
+        'Product Visualization & Design'
+      )
+      expect(normalizeUseCase('3d product rendering')).toBe(
+        'Product Visualization & Design'
+      )
+      expect(normalizeUseCase('prototype visualization')).toBe(
+        'Product Visualization & Design'
+      )
+      expect(normalizeUseCase('industrial design')).toBe(
+        'Product Visualization & Design'
+      )
+    })
+  })
+
+  describe('Gaming & Interactive Media', () => {
+    it('should categorize gaming use cases', () => {
+      expect(normalizeUseCase('Game asset generation')).toBe(
+        'Gaming & Interactive Media'
+      )
+      expect(normalizeUseCase('game development')).toBe(
+        'Gaming & Interactive Media'
+      )
+      expect(normalizeUseCase('VR content creation')).toBe(
+        'Gaming & Interactive Media'
+      )
+      expect(normalizeUseCase('interactive media')).toBe(
+        'Gaming & Interactive Media'
+      )
+      expect(normalizeUseCase('game textures')).toBe(
+        'Gaming & Interactive Media'
+      )
+    })
+  })
+
+  describe('Architecture & Construction', () => {
+    it('should categorize architecture use cases', () => {
+      expect(normalizeUseCase('Building visualization')).toBe(
+        'Architecture & Construction'
+      )
+      expect(normalizeUseCase('architectural rendering')).toBe(
+        'Architecture & Construction'
+      )
+      expect(normalizeUseCase('interior design mockups')).toBe(
+        'Architecture & Construction'
+      )
+      expect(normalizeUseCase('real estate visualization')).toBe(
+        'Architecture & Construction'
+      )
+    })
+  })
+
+  describe('Photography & Image Processing', () => {
+    it('should categorize photography work', () => {
+      expect(normalizeUseCase('Product photography')).toBe(
+        'Photography & Image Processing'
+      )
+      expect(normalizeUseCase('photo editing')).toBe(
+        'Photography & Image Processing'
+      )
+      expect(normalizeUseCase('image enhancement')).toBe(
+        'Photography & Image Processing'
+      )
+      expect(normalizeUseCase('portrait photography')).toBe(
+        'Photography & Image Processing'
+      )
+    })
+  })
+
+  describe('Research & Development', () => {
+    it('should categorize research work', () => {
+      expect(normalizeUseCase('Scientific visualization')).toBe(
+        'Research & Development'
+      )
+      expect(normalizeUseCase('research experiments')).toBe(
+        'Research & Development'
+      )
+      expect(normalizeUseCase('prototype testing')).toBe(
+        'Research & Development'
+      )
+      expect(normalizeUseCase('innovation projects')).toBe(
+        'Research & Development'
+      )
+    })
+  })
+
+  describe('Personal & Hobby', () => {
+    it('should categorize personal projects', () => {
+      expect(normalizeUseCase('Personal art projects')).toBe('Personal & Hobby')
+      expect(normalizeUseCase('hobby work')).toBe('Personal & Hobby')
+      expect(normalizeUseCase('creative exploration')).toBe('Personal & Hobby')
+      expect(normalizeUseCase('fun experiments')).toBe('Personal & Hobby')
+    })
+  })
+
+  describe('Film & Video Production', () => {
+    it('should categorize film work', () => {
+      expect(normalizeUseCase('movie production')).toBe(
+        'Film & Video Production'
+      )
+      expect(normalizeUseCase('video editing')).toBe('Film & Video Production')
+      expect(normalizeUseCase('visual effects')).toBe('Film & Video Production')
+      expect(normalizeUseCase('storyboard creation')).toBe(
+        'Film & Video Production'
+      )
+    })
+  })
+
+  describe('Education & Training', () => {
+    it('should categorize educational use cases', () => {
+      expect(normalizeUseCase('educational content')).toBe(
+        'Education & Training'
+      )
+      expect(normalizeUseCase('training materials')).toBe(
+        'Education & Training'
+      )
+      expect(normalizeUseCase('tutorial creation')).toBe('Education & Training')
+      expect(normalizeUseCase('academic projects')).toBe('Education & Training')
+    })
+  })
+
+  describe('Other / Undefined category', () => {
+    it('should handle undefined responses', () => {
+      expect(normalizeUseCase('other')).toBe('Other / Undefined')
+      expect(normalizeUseCase('none')).toBe('Other / Undefined')
+      expect(normalizeUseCase('undefined')).toBe('Other / Undefined')
+      expect(normalizeUseCase('')).toBe('Other / Undefined')
+      expect(normalizeUseCase(null as any)).toBe('Other / Undefined')
+    })
+  })
+
+  describe('Uncategorized responses', () => {
+    it('should preserve unknown use cases with prefix', () => {
+      expect(normalizeUseCase('Mysterious Use Case')).toBe(
+        'Uncategorized: Mysterious Use Case'
+      )
+    })
+  })
+})
+
+describe('normalizeSurveyResponses', () => {
+  it('should normalize both industry and use case', () => {
+    const input = {
+      industry: 'Film and television production',
+      useCase: 'Creating concept art for movies',
+      familiarity: 'Expert'
+    }
+
+    const result = normalizeSurveyResponses(input)
+
+    expect(result).toEqual({
+      industry: 'Film and television production',
+      industry_normalized: 'Film / TV / Animation',
+      industry_raw: 'Film and television production',
+      useCase: 'Creating concept art for movies',
+      useCase_normalized: 'Art & Illustration',
+      useCase_raw: 'Creating concept art for movies',
+      familiarity: 'Expert'
+    })
+  })
+
+  it('should handle partial responses', () => {
+    const input = {
+      industry: 'Software Development',
+      familiarity: 'Beginner'
+    }
+
+    const result = normalizeSurveyResponses(input)
+
+    expect(result).toEqual({
+      industry: 'Software Development',
+      industry_normalized: 'Software / IT / AI',
+      industry_raw: 'Software Development',
+      familiarity: 'Beginner'
+    })
+  })
+
+  it('should handle empty responses', () => {
+    const input = {
+      familiarity: 'Intermediate'
+    }
+
+    const result = normalizeSurveyResponses(input)
+
+    expect(result).toEqual({
+      familiarity: 'Intermediate'
+    })
+  })
+
+  it('should handle uncategorized responses', () => {
+    const input = {
+      industry: 'Unknown Creative Field',
+      useCase: 'Mysterious Use Case'
+    }
+
+    const result = normalizeSurveyResponses(input)
+
+    expect(result).toEqual({
+      industry: 'Unknown Creative Field',
+      industry_normalized: 'Uncategorized: Unknown Creative Field',
+      industry_raw: 'Unknown Creative Field',
+      useCase: 'Mysterious Use Case',
+      useCase_normalized: 'Uncategorized: Mysterious Use Case',
+      useCase_raw: 'Mysterious Use Case'
+    })
+  })
+
+  describe('Migration script example data validation', () => {
+    it('should correctly categorize all migration script examples', () => {
+      const examples = [
+        {
+          input: {
+            industry: 'Film and television production',
+            useCase: 'Creating concept art for movies'
+          },
+          expected: {
+            industry: 'Film / TV / Animation',
+            useCase: 'Art & Illustration'
+          }
+        },
+        {
+          input: {
+            industry: 'Marketing & Social Media',
+            useCase: 'YouTube thumbnail generation'
+          },
+          expected: {
+            industry: 'Marketing / Advertising / Social Media',
+            useCase: 'Content Creation & Marketing'
+          }
+        },
+        {
+          input: {
+            industry: 'Software Development',
+            useCase: 'Product mockup creation'
+          },
+          expected: {
+            industry: 'Software / IT / AI',
+            useCase: 'Product Visualization & Design'
+          }
+        },
+        {
+          input: {
+            industry: 'Indie Game Studio',
+            useCase: 'Game asset generation'
+          },
+          expected: {
+            industry: 'Gaming / Interactive Media',
+            useCase: 'Gaming & Interactive Media'
+          }
+        },
+        {
+          input: {
+            industry: 'Architecture firm',
+            useCase: 'Building visualization'
+          },
+          expected: {
+            industry: 'Architecture / Engineering / Construction',
+            useCase: 'Architecture & Construction'
+          }
+        },
+        {
+          input: {
+            industry: 'Custom Jewelry Design',
+            useCase: 'Product photography'
+          },
+          expected: {
+            industry: 'Fashion / Beauty / Retail',
+            useCase: 'Photography & Image Processing'
+          }
+        },
+        {
+          input: {
+            industry: 'Medical Research',
+            useCase: 'Scientific visualization'
+          },
+          expected: {
+            industry: 'Healthcare / Medical / Life Science',
+            useCase: 'Research & Development'
+          }
+        },
+        {
+          input: {
+            industry: 'Unknown Creative Field',
+            useCase: 'Personal art projects'
+          },
+          expected: {
+            industry: 'Uncategorized: Unknown Creative Field',
+            useCase: 'Personal & Hobby'
+          }
+        }
+      ]
+
+      examples.forEach(({ input, expected }) => {
+        const result = normalizeSurveyResponses(input)
+        expect(result.industry_normalized).toBe(expected.industry)
+        expect(result.useCase_normalized).toBe(expected.useCase)
+      })
+    })
+  })
+})

src/platform/telemetry/utils/surveyNormalization.ts

@@ -0,0 +1,606 @@
+/**
+ * Survey Response Normalization Utilities
+ *
+ * Smart categorization system to normalize free-text survey responses
+ * into standardized categories for better analytics breakdowns.
+ * Uses Fuse.js for fuzzy matching against category keywords.
+ */
+import Fuse from 'fuse.js'
+
+interface CategoryMapping {
+  name: string
+  keywords: string[]
+  userCount?: number // For reference from analysis
+}
+
+/**
+ * Industry category mappings based on ~9,000 user analysis
+ */
+const INDUSTRY_CATEGORIES: CategoryMapping[] = [
+  {
+    name: 'Film / TV / Animation',
+    userCount: 2885,
+    keywords: [
+      'film',
+      'tv',
+      'television',
+      'animation',
+      'animation studio',
+      'tv production',
+      'film production',
+      'story',
+      'anime',
+      'video',
+      'cinematography',
+      'visual effects',
+      'vfx',
+      'vfx artist',
+      'movie',
+      'cinema',
+      'documentary',
+      'documentary filmmaker',
+      'broadcast',
+      'streaming',
+      'production',
+      'director',
+      'filmmaker',
+      'post-production',
+      'editing'
+    ]
+  },
+  {
+    name: 'Marketing / Advertising / Social Media',
+    userCount: 1340,
+    keywords: [
+      'marketing',
+      'advertising',
+      'youtube',
+      'tiktok',
+      'social media',
+      'content creation',
+      'influencer',
+      'brand',
+      'promotion',
+      'digital marketing',
+      'seo',
+      'campaigns',
+      'copywriting',
+      'growth',
+      'engagement'
+    ]
+  },
+  {
+    name: 'Software / IT / AI',
+    userCount: 1100,
+    keywords: [
+      'software',
+      'software development',
+      'software engineer',
+      'it',
+      'ai',
+      'ai research',
+      'corporate ai research',
+      'ai research lab',
+      'tech company ai research',
+      'developer',
+      'app developer',
+      'consulting',
+      'tech',
+      'tech startup',
+      'programmer',
+      'data science',
+      'machine learning',
+      'coding',
+      'programming',
+      'web development',
+      'app development',
+      'saas'
+    ]
+  },
+  {
+    name: 'Product & Industrial Design',
+    userCount: 1050,
+    keywords: [
+      'product design',
+      'industrial',
+      'manufacturing',
+      '3d rendering',
+      'product visualization',
+      'mechanical',
+      'automotive',
+      'cad',
+      'prototype',
+      'design engineering',
+      'invention'
+    ]
+  },
+  {
+    name: 'Fine Art / Contemporary Art',
+    userCount: 780,
+    keywords: [
+      'fine art',
+      'art',
+      'illustration',
+      'contemporary',
+      'artist',
+      'painting',
+      'drawing',
+      'sculpture',
+      'gallery',
+      'canvas',
+      'digital art',
+      'mixed media',
+      'abstract',
+      'portrait'
+    ]
+  },
+  {
+    name: 'Education / Research',
+    userCount: 640,
+    keywords: [
+      'education',
+      'student',
+      'teacher',
+      'research',
+      'university research',
+      'academic ai research',
+      'university ai research',
+      'ai research at university',
+      'learning',
+      'university',
+      'school',
+      'academic',
+      'professor',
+      'curriculum',
+      'training',
+      'instruction',
+      'pedagogy'
+    ]
+  },
+  {
+    name: 'Architecture / Engineering / Construction',
+    userCount: 420,
+    keywords: [
+      'architecture',
+      'architecture firm',
+      'construction',
+      'engineering',
+      'civil',
+      'civil engineering',
+      'cad',
+      'building',
+      'structural',
+      'landscape',
+      'landscape architecture',
+      'interior design',
+      'real estate',
+      'planning',
+      'blueprints'
+    ]
+  },
+  {
+    name: 'Gaming / Interactive Media',
+    userCount: 410,
+    keywords: [
+      'gaming',
+      'game dev',
+      'game development',
+      'indie game studio',
+      'vr development',
+      'roblox',
+      'interactive',
+      'interactive media',
+      'virtual world',
+      'vr',
+      'ar',
+      'metaverse',
+      'simulation',
+      'unity',
+      'unity developer',
+      'unreal',
+      'indie games'
+    ]
+  },
+  {
+    name: 'Photography / Videography',
+    userCount: 70,
+    keywords: [
+      'photography',
+      'photo',
+      'videography',
+      'camera',
+      'image',
+      'portrait',
+      'wedding',
+      'commercial photo',
+      'stock photography',
+      'photojournalism',
+      'event photography'
+    ]
+  },
+  {
+    name: 'Fashion / Beauty / Retail',
+    userCount: 25,
+    keywords: [
+      'fashion',
+      'fashion design',
+      'beauty',
+      'beauty industry',
+      'jewelry',
+      'jewelry design',
+      'custom jewelry design',
+      'retail',
+      'retail store',
+      'style',
+      'clothing',
+      'cosmetics',
+      'makeup',
+      'accessories',
+      'boutique'
+    ]
+  },
+  {
+    name: 'Music / Performing Arts',
+    userCount: 25,
+    keywords: [
+      'music',
+      'music production',
+      'vj',
+      'dance',
+      'projection mapping',
+      'audio visual',
+      'concert',
+      'concert production',
+      'performance',
+      'theater',
+      'stage',
+      'live events'
+    ]
+  },
+  {
+    name: 'Healthcare / Medical / Life Science',
+    userCount: 30,
+    keywords: [
+      'healthcare',
+      'medical',
+      'medical research',
+      'doctor',
+      'biotech',
+      'life science',
+      'pharmaceutical',
+      'clinical',
+      'clinical research',
+      'hospital',
+      'medicine',
+      'health'
+    ]
+  },
+  {
+    name: 'E-commerce / Print-on-Demand / Business',
+    userCount: 15,
+    keywords: [
+      'ecommerce',
+      'e-commerce',
+      'print on demand',
+      'shop',
+      'business',
+      'commercial',
+      'startup',
+      'entrepreneur',
+      'sales',
+      'online store'
+    ]
+  },
+  {
+    name: 'Nonprofit / Government / Public Sector',
+    userCount: 15,
+    keywords: [
+      '501c3',
+      'ngo',
+      'government',
+      'public service',
+      'policy',
+      'nonprofit',
+      'charity',
+      'civic',
+      'community',
+      'social impact'
+    ]
+  },
+  {
+    name: 'Adult / NSFW',
+    userCount: 10,
+    keywords: [
+      'nsfw',
+      'nsfw content',
+      'adult',
+      'adult entertainment',
+      'erotic',
+      'explicit',
+      'xxx',
+      'porn'
+    ]
+  }
+]
+
+/**
+ * Use case category mappings based on common patterns
+ */
+const USE_CASE_CATEGORIES: CategoryMapping[] = [
+  {
+    name: 'Content Creation & Marketing',
+    keywords: [
+      'content creation',
+      'social media',
+      'marketing',
+      'marketing campaigns',
+      'advertising',
+      'youtube',
+      'youtube thumbnail',
+      'youtube thumbnail generation',
+      'tiktok',
+      'instagram',
+      'thumbnails',
+      'posts',
+      'campaigns',
+      'brand content'
+    ]
+  },
+  {
+    name: 'Art & Illustration',
+    keywords: [
+      'art',
+      'illustration',
+      'drawing',
+      'painting',
+      'concept art',
+      'creating concept art',
+      'character design',
+      'digital art',
+      'fantasy art',
+      'portraits'
+    ]
+  },
+  {
+    name: 'Product Visualization & Design',
+    keywords: [
+      'product',
+      'product mockup',
+      'product mockup creation',
+      'visualization',
+      'prototype visualization',
+      'design',
+      'prototype',
+      'mockup',
+      '3d rendering',
+      'industrial design',
+      'product photos'
+    ]
+  },
+  {
+    name: 'Film & Video Production',
+    keywords: [
+      'film',
+      'video',
+      'video editing',
+      'movie',
+      'movie production',
+      'animation',
+      'vfx',
+      'visual effects',
+      'storyboard',
+      'storyboard creation',
+      'cinematography',
+      'post production'
+    ]
+  },
+  {
+    name: 'Gaming & Interactive Media',
+    keywords: [
+      'game',
+      'gaming',
+      'game asset generation',
+      'game assets',
+      'game development',
+      'game textures',
+      'interactive',
+      'vr',
+      'vr content creation',
+      'ar',
+      'virtual',
+      'simulation',
+      'metaverse',
+      'textures'
+    ]
+  },
+  {
+    name: 'Architecture & Construction',
+    keywords: [
+      'architecture',
+      'architectural rendering',
+      'building',
+      'building visualization',
+      'construction',
+      'interior design',
+      'interior design mockups',
+      'landscape',
+      'real estate',
+      'real estate visualization',
+      'floor plans',
+      'renderings'
+    ]
+  },
+  {
+    name: 'Education & Training',
+    keywords: [
+      'education',
+      'educational',
+      'educational content',
+      'training',
+      'training materials',
+      'learning',
+      'teaching',
+      'tutorial',
+      'tutorial creation',
+      'course',
+      'academic',
+      'academic projects',
+      'instructional',
+      'workshops'
+    ]
+  },
+  {
+    name: 'Research & Development',
+    keywords: [
+      'research',
+      'research experiments',
+      'development',
+      'experiment',
+      'prototype',
+      'prototype testing',
+      'testing',
+      'analysis',
+      'study',
+      'innovation',
+      'innovation projects',
+      'r&d',
+      'scientific visualization'
+    ]
+  },
+  {
+    name: 'Personal & Hobby',
+    keywords: [
+      'personal',
+      'personal art projects',
+      'hobby',
+      'hobby work',
+      'fun',
+      'fun experiments',
+      'experiment',
+      'learning',
+      'curiosity',
+      'explore',
+      'creative',
+      'creative exploration',
+      'side project'
+    ]
+  },
+  {
+    name: 'Photography & Image Processing',
+    keywords: [
+      'photography',
+      'product photography',
+      'portrait photography',
+      'photo',
+      'photo editing',
+      'image',
+      'image enhancement',
+      'portrait',
+      'editing',
+      'enhancement',
+      'restoration',
+      'photo manipulation'
+    ]
+  }
+]
+
+/**
+ * Fuse.js configuration for category matching
+ */
+const FUSE_OPTIONS = {
+  keys: ['keywords'],
+  threshold: 0.53, // Higher = more lenient matching
+  minMatchCharLength: 5,
+  includeScore: true,
+  includeMatches: true,
+  ignoreLocation: true,
+  findAllMatches: true
+}
+
+/**
+ * Create Fuse instances for category matching
+ */
+const industryFuse = new Fuse(INDUSTRY_CATEGORIES, FUSE_OPTIONS)
+const useCaseFuse = new Fuse(USE_CASE_CATEGORIES, FUSE_OPTIONS)
+
+/**
+ * Normalize industry responses using Fuse.js fuzzy search
+ */
+export function normalizeIndustry(rawIndustry: string): string {
+  if (!rawIndustry || typeof rawIndustry !== 'string') {
+    return 'Other / Undefined'
+  }
+
+  const industry = rawIndustry.toLowerCase().trim()
+
+  // Handle common undefined responses
+  if (
+    industry.match(/^(other|none|undefined|unknown|n\/a|not applicable|-|)$/)
+  ) {
+    return 'Other / Undefined'
+  }
+
+  // Fuse.js fuzzy search for best category match
+  const results = industryFuse.search(rawIndustry)
+
+  if (results.length > 0) {
+    return results[0].item.name
+  }
+
+  // No good match found - preserve original with prefix
+  return `Uncategorized: ${rawIndustry}`
+}
+
+/**
+ * Normalize use case responses using Fuse.js fuzzy search
+ */
+export function normalizeUseCase(rawUseCase: string): string {
+  if (!rawUseCase || typeof rawUseCase !== 'string') {
+    return 'Other / Undefined'
+  }
+
+  const useCase = rawUseCase.toLowerCase().trim()
+
+  // Handle common undefined responses
+  if (
+    useCase.match(/^(other|none|undefined|unknown|n\/a|not applicable|-|)$/)
+  ) {
+    return 'Other / Undefined'
+  }
+
+  // Fuse.js fuzzy search for best category match
+  const results = useCaseFuse.search(rawUseCase)
+
+  if (results.length > 0) {
+    return results[0].item.name
+  }
+
+  // No good match found - preserve original with prefix
+  return `Uncategorized: ${rawUseCase}`
+}
+
+/**
+ * Apply normalization to survey responses
+ * Creates both normalized and raw versions of responses
+ */
+export function normalizeSurveyResponses(responses: {
+  industry?: string
+  useCase?: string
+  [key: string]: any
+}) {
+  const normalized = { ...responses }
+
+  // Normalize industry
+  if (responses.industry) {
+    normalized.industry_normalized = normalizeIndustry(responses.industry)
+    normalized.industry_raw = responses.industry
+  }
+
+  // Normalize use case
+  if (responses.useCase) {
+    normalized.useCase_normalized = normalizeUseCase(responses.useCase)
+    normalized.useCase_raw = responses.useCase
+  }
+
+  return normalized
+}

src/scripts/app.ts

@@ -18,6 +18,7 @@ import type { Vector2 } from '@/lib/litegraph/src/litegraph'
 import type { IBaseWidget } from '@/lib/litegraph/src/types/widgets'
 import { isCloud } from '@/platform/distribution/types'
 import { useSettingStore } from '@/platform/settings/settingStore'
+import { useTelemetry } from '@/platform/telemetry'
 import { useToastStore } from '@/platform/updates/common/toastStore'
 import { useWorkflowService } from '@/platform/workflow/core/services/workflowService'
 import { ComfyWorkflow } from '@/platform/workflow/management/stores/workflowStore'
@@ -1271,6 +1272,14 @@ export class ComfyApp {
       'afterConfigureGraph',
       missingNodeTypes
     )
+
+    // Track workflow import with missing node information
+    useTelemetry()?.trackWorkflowImported({
+      missing_node_count: missingNodeTypes.length,
+      missing_node_types: missingNodeTypes.map((node) =>
+        typeof node === 'string' ? node : node.type
+      )
+    })
     await useWorkflowService().afterLoadNewGraph(
       workflow,
       this.graph.serialize() as unknown as ComfyWorkflowJSON

src/utils/graphTraversalUtil.ts

@@ -463,6 +463,27 @@ export function traverseNodesDepthFirst<T = void>(
   }
 }
 
+/**
+ * Reduces all nodes in a graph hierarchy to a single value using a reducer function.
+ * Single-pass traversal for efficient aggregation.
+ *
+ * @param graph - The root graph to traverse
+ * @param reducer - Function that reduces each node into the accumulator
+ * @param initialValue - The initial accumulator value
+ * @returns The final reduced value
+ */
+export function reduceAllNodes<T>(
+  graph: LGraph | Subgraph,
+  reducer: (accumulator: T, node: LGraphNode) => T,
+  initialValue: T
+): T {
+  let result = initialValue
+  forEachNode(graph, (node) => {
+    result = reducer(result, node)
+  })
+  return result
+}
+
 /**
  * Options for collectFromNodes function
  */

src/views/GraphView.vue

@@ -48,7 +48,9 @@ import { useErrorHandling } from '@/composables/useErrorHandling'
 import { useProgressFavicon } from '@/composables/useProgressFavicon'
 import { SERVER_CONFIG_ITEMS } from '@/constants/serverConfig'
 import { i18n, loadLocale } from '@/i18n'
+import { isCloud } from '@/platform/distribution/types'
 import { useSettingStore } from '@/platform/settings/settingStore'
+import { useTelemetry } from '@/platform/telemetry'
 import { useFrontendVersionMismatchWarning } from '@/platform/updates/common/useFrontendVersionMismatchWarning'
 import { useVersionCompatibilityStore } from '@/platform/updates/common/versionCompatibilityStore'
 import type { StatusWsMessageStatus } from '@/schemas/apiSchema'
@@ -59,6 +61,7 @@ import { useKeybindingService } from '@/services/keybindingService'
 import { useAssetsStore } from '@/stores/assetsStore'
 import { useCommandStore } from '@/stores/commandStore'
 import { useExecutionStore } from '@/stores/executionStore'
+import { useFirebaseAuthStore } from '@/stores/firebaseAuthStore'
 import { useMenuItemStore } from '@/stores/menuItemStore'
 import { useModelStore } from '@/stores/modelStore'
 import { useNodeDefStore, useNodeFrequencyStore } from '@/stores/nodeDefStore'
@@ -87,6 +90,13 @@ const assetsStore = useAssetsStore()
 const versionCompatibilityStore = useVersionCompatibilityStore()
 const graphCanvasContainerRef = ref<HTMLDivElement | null>(null)
 
+const telemetry = useTelemetry()
+const firebaseAuthStore = useFirebaseAuthStore()
+let hasTrackedLogin = false
+let visibilityListener: (() => void) | null = null
+let tabCountInterval: number | null = null
+let tabCountChannel: BroadcastChannel | null = null
+
 watch(
   () => colorPaletteStore.completedActivePalette,
   (newTheme) => {
@@ -250,6 +260,22 @@ onBeforeUnmount(() => {
   api.removeEventListener('reconnecting', onReconnecting)
   api.removeEventListener('reconnected', onReconnected)
   executionStore.unbindExecutionEvents()
+
+  // Clean up page visibility listener
+  if (visibilityListener) {
+    document.removeEventListener('visibilitychange', visibilityListener)
+    visibilityListener = null
+  }
+
+  // Clean up tab count tracking
+  if (tabCountInterval) {
+    window.clearInterval(tabCountInterval)
+    tabCountInterval = null
+  }
+  if (tabCountChannel) {
+    tabCountChannel.close()
+    tabCountChannel = null
+  }
 })
 
 useEventListener(window, 'keydown', useKeybindingService().keybindHandler)
@@ -268,6 +294,61 @@ void nextTick(() => {
 
 const onGraphReady = () => {
   runWhenGlobalIdle(() => {
+    // Track user login when app is ready in graph view (cloud only)
+    if (isCloud && firebaseAuthStore.isAuthenticated && !hasTrackedLogin) {
+      telemetry?.trackUserLoggedIn()
+      hasTrackedLogin = true
+    }
+
+    // Set up page visibility tracking (cloud only)
+    if (isCloud && telemetry && !visibilityListener) {
+      visibilityListener = () => {
+        telemetry.trackPageVisibilityChanged({
+          visibility_state: document.visibilityState as 'visible' | 'hidden'
+        })
+      }
+      document.addEventListener('visibilitychange', visibilityListener)
+    }
+
+    // Set up tab count tracking (cloud only)
+    if (isCloud && telemetry && !tabCountInterval) {
+      tabCountChannel = new BroadcastChannel('comfyui-tab-count')
+      const activeTabs = new Map<string, number>()
+      const currentTabId = crypto.randomUUID()
+
+      // Listen for heartbeats from other tabs
+      tabCountChannel.onmessage = (event) => {
+        if (
+          event.data.type === 'heartbeat' &&
+          event.data.tabId !== currentTabId
+        ) {
+          activeTabs.set(event.data.tabId, Date.now())
+        }
+      }
+
+      // 30-second heartbeat interval
+      tabCountInterval = window.setInterval(() => {
+        const now = Date.now()
+
+        // Clean up stale tabs (no heartbeat for 45 seconds)
+        activeTabs.forEach((lastHeartbeat, tabId) => {
+          if (now - lastHeartbeat > 45000) {
+            activeTabs.delete(tabId)
+          }
+        })
+
+        // Broadcast our heartbeat
+        tabCountChannel?.postMessage({ type: 'heartbeat', tabId: currentTabId })
+
+        // Track tab count (include current tab)
+        const tabCount = activeTabs.size + 1
+        telemetry.trackTabCount({ tab_count: tabCount })
+      }, 30000)
+
+      // Send initial heartbeat
+      tabCountChannel.postMessage({ type: 'heartbeat', tabId: currentTabId })
+    }
+
     // Setting values now available after comfyApp.setup.
     // Load keybindings.
     wrapWithErrorHandling(useKeybindingService().registerUserKeybindings)()

tests-ui/tests/store/subgraphStore.test.ts

@@ -13,6 +13,11 @@ import {
   createTestSubgraphNode
 } from '../litegraph/subgraph/fixtures/subgraphHelpers'
 
+// Mock telemetry to break circular dependency (telemetry → workflowStore → app → telemetry)
+vi.mock('@/platform/telemetry', () => ({
+  useTelemetry: () => null
+}))
+
 // Add mock for api at the top of the file
 vi.mock('@/scripts/api', () => ({
   api: {