Latest snapshot2026-08-14USmethodology registry-public-v1
Scores use a trailing 30-day window and publish only after at least 7 contested Runs. Read the methodology
Category family
Data & Analytics
Brands
435
Integrations
590
Platform mix
Subcategories
Benchmark categories inside Data & Analytics.
16 categories
- Cloud Data Warehouses & Query EnginesIntegrations assigned to Cloud Data Warehouses & Query Engines within Data & Analytics.21Brands22IntegrationsView
- Self-Serve BI & Conversational AnalyticsIntegrations assigned to Self-Serve BI & Conversational Analytics within Data & Analytics.73Brands84IntegrationsView
- Sector, Macro & Alternative Data IntelligenceIntegrations assigned to Sector, Macro & Alternative Data Intelligence within Data & Analytics.32Brands34IntegrationsView
- Enterprise Data Connectors & MCP GatewaysIntegrations assigned to Enterprise Data Connectors & MCP Gateways within Data & Analytics.42Brands44IntegrationsView
- Product Analytics & ExperimentationIntegrations assigned to Product Analytics & Experimentation within Data & Analytics.24Brands31IntegrationsView
- Market & Competitive Intelligence DataIntegrations assigned to Market & Competitive Intelligence Data within Data & Analytics.50Brands58IntegrationsView
- Data Catalog, Governance & ObservabilityIntegrations assigned to Data Catalog, Governance & Observability within Data & Analytics.12Brands12IntegrationsView
- Video & Media Data UnderstandingIntegrations assigned to Video & Media Data Understanding within Data & Analytics.11Brands11IntegrationsView
- Data Validation & Normalization UtilitiesIntegrations assigned to Data Validation & Normalization Utilities within Data & Analytics.11Brands11IntegrationsView
- Academic Literature & Citation SearchIntegrations assigned to Academic Literature & Citation Search within Data & Analytics.9Brands12IntegrationsView
- ERP & Operational Business DataIntegrations assigned to ERP & Operational Business Data within Data & Analytics.19Brands20IntegrationsView
- Open & Public Statistics PortalsIntegrations assigned to Open & Public Statistics Portals within Data & Analytics.12Brands14IntegrationsView
- Scientific & Biomedical Research DataIntegrations assigned to Scientific & Biomedical Research Data within Data & Analytics.23Brands25IntegrationsView
- Geospatial & Spatial Analytics DataIntegrations assigned to Geospatial & Spatial Analytics Data within Data & Analytics.11Brands13IntegrationsView
- Web Search, Crawling & Extraction for AgentsIntegrations assigned to Web Search, Crawling & Extraction for Agents within Data & Analytics.15Brands37IntegrationsView
- Document & Message Field ExtractionIntegrations assigned to Document & Message Field Extraction within Data & Analytics.8Brands13IntegrationsView
Profiles in this Category
590 Integrations
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| Profile | Platform | Brand | Primary Category | Discoverability | Added |
|---|---|---|---|---|---|
| august | Customer Feedback & Research Platforms | tracked -- not yet scored | 2026-06-22 | ||
| Aura Intelligence | Market & Competitive Intelligence Data | tracked -- not yet scored | 2025-11-12 | ||
| Baremetrics | Financial Planning & FP&A Analytics | tracked -- not yet scored | 2026-06-19 | ||
| Benchling | Scientific & Biomedical Research Data | tracked -- not yet scored | 2026-01-08 | ||
| bioRxiv / medRxiv (openRxiv) | Academic Literature & Citation Search | tracked -- not yet scored | 2026-01-07 | ||
| Blockscout | Blockchain Developer Infrastructure | tracked -- not yet scored | 2026-01-08 | ||
| Bronto | Observability, Monitoring & Incident Response | tracked -- not yet scored | 2026-08-05 | ||
| Candid | Market & Competitive Intelligence Data | tracked -- not yet scored | 2026-01-08 | ||
| CB Insights | Private Markets, Deals & Expert Networks | tracked -- not yet scored | 2026-03-25 | ||
| CData Connect AI | Enterprise Data Connectors & MCP Gateways | tracked -- not yet scored | 2025-11-26 | ||
| ChartMogul | Self-Serve BI & Conversational Analytics | tracked -- not yet scored | 2026-06-16 | ||
| ChEMBL | Scientific & Biomedical Research Data | tracked -- not yet scored | 2026-01-07 | ||
| Chronograph | Private Capital Portfolio Operations | tracked -- not yet scored | 2025-11-12 | ||
| Audioscrape | Transcription & Speech-to-Text | Organic discovery is pending verificationGet notified when verified | 2026-08-07 | ||
| Axiom | Observability, Monitoring & Incident Response | Organic discovery is pending verificationGet notified when verified | 2026-08-07 | ||
| BEEM | Self-Serve BI & Conversational Analytics | Organic discovery is pending verificationGet notified when verified | 2026-08-04 | ||
| BlazeSQL | Self-Serve BI & Conversational Analytics | Organic discovery is pending verificationGet notified when verified | 2026-07-21 | ||
| Bloom Analytics | Self-Serve BI & Conversational Analytics | Organic discovery is pending verificationGet notified when verified | 2026-07-14 | ||
| Canny | Customer Feedback & Research Platforms | Organic discovery is pending verificationGet notified when verified | 2026-07-31 | ||
| Carbon Arc | Sector, Macro & Alternative Data Intelligence | Organic discovery is pending verificationGet notified when verified | 2026-07-06 | ||
| Catchr | Marketing & Commerce Data Integration | Organic discovery is pending verificationGet notified when verified | 2026-06-25 | ||
| Consumer Edge | Market & Competitive Intelligence Data | Organic discovery is pending verificationGet notified when verified | 2026-07-23 | ||
| Consumer Edge | Market & Competitive Intelligence Data | Organic discovery is pending verificationGet notified when verified | 2026-07-23 | ||
| Szum | Self-Serve BI & Conversational Analytics | Organic discovery is pending verificationGet notified when verified | 2026-07-20 | ||
| Churn Solution | Customer Success Platforms | Organic discovery is pending verificationGet notified when verified | 2026-08-02 | ||
| Autumn | ERP & Operational Business Data | Organic discovery is pendingGet the score at launch | 2026-05-21 | ||
| Azadea Group | Self-Serve BI & Conversational Analytics | Organic discovery is pendingGet the score at launch | 2026-07-11 | ||
| Ballpark | Audience & Market Research | Organic discovery is pendingGet the score at launch | 2026-02-25 | ||
| Bark AI | Self-Serve BI & Conversational Analytics | Organic discovery is pendingGet the score at launch | 2026-06-12 | ||
| Kemeny Studio | Open & Public Statistics Portals | Organic discovery is pendingGet the score at launch | 2026-06-03 | ||
| BigGeo | Geospatial & Spatial Analytics Data | Organic discovery is pendingGet the score at launch | 2026-03-12 | ||
| BlazeSQL | Self-Serve BI & Conversational Analytics | Organic discovery is pendingGet the score at launch | 2026-07-15 | ||
| Blockscout | Blockchain Developer Infrastructure | Organic discovery is pendingGet the score at launch | 2026-03-04 | ||
| Bloom Analytics | Self-Serve BI & Conversational Analytics | Organic discovery is pendingGet the score at launch | 2026-07-17 | ||
| Book Report | Self-Serve BI & Conversational Analytics | Organic discovery is pendingGet the score at launch | 2026-06-30 | ||
| BrightEdge | AI Search & LLM Visibility (AEO/GEO) | Organic discovery is pendingGet the score at launch | 2026-05-23 | ||
| BuildBetter | Enterprise Knowledge Search & AI Context Layer | Organic discovery is pendingGet the score at launch | 2026-06-17 | ||
| Canny | Customer Feedback & Research Platforms | Organic discovery is pendingGet the score at launch | 2026-07-21 | ||
| Carbon Arc | Sector, Macro & Alternative Data Intelligence | Organic discovery is pendingGet the score at launch | 2026-03-11 | ||
| Catchr | Marketing & Commerce Data Integration | Organic discovery is pendingGet the score at launch | 2026-05-24 | ||
| CB Insights | Pending | Organic discovery is pendingGet the score at launch | 2026-06-19 | ||
| CB Insights | Private Markets, Deals & Expert Networks | Organic discovery is pendingGet the score at launch | 2026-07-21 | ||
| CData Connect AI | Enterprise Data Connectors & MCP Gateways | Organic discovery is pendingGet the score at launch | 2026-05-20 | ||
| Centiment | Audience & Market Research | Organic discovery is pendingGet the score at launch | 2026-06-16 | ||
| Channel99 | Pending | Organic discovery is pendingGet the score at launch | 2026-06-19 | ||
| Channel99 | Ad Campaign Analytics & Reporting | Organic discovery is pendingGet the score at launch | 2026-03-17 | ||
| ChartMogul | Self-Serve BI & Conversational Analytics | Organic discovery is pendingGet the score at launch | 2026-06-24 | ||
| ChatData Sync | Personal AI Memory & Second Brain | Organic discovery is pendingGet the score at launch | 2026-06-16 | ||
| Chronograph | Private Capital Portfolio Operations | Organic discovery is pendingGet the score at launch | 2026-06-02 | ||
| Chronograph | Private Capital Portfolio Operations | Organic discovery is pendingGet the score at launch | 2026-05-30 |
What belongs in Data & Analytics?
Data & Analytics lists profiles assigned to Data & Analytics in the public rollup. When a benchmark definition is available, the competitive view narrows to its member brands.
How are Data & Analytics profiles compared?
Profiles can appear in same-platform benchmark lineups once they have a benchmark home and public score. Cross-listed brands homed in another category appear when they measurably compete here, scored against this category's prompts. Private custom arenas are not published on category pages.
Which geography does this category use?
This page uses the geography attached to the latest public registry snapshot: US. Locale tags are not shown on public category pages.