SaaS AI Stack Ratings 2026
60 entities rated with an average AI score of 52/100 (B). Based on public repository analysis of AI tools, dependencies, and security signals. Updated June 2026.
60
Entities Rated
B
Avg Rating
52
Avg Score
0
With Critical Issues
| # | Entity | Industry | Country | Rating | Score | AI Tools | Critical |
|---|---|---|---|---|---|---|---|
| 1 | Hugging Face | ai_platform | A | 80 | 36 | 0 | |
| 2 | Weights & Biases | mlops | BBB | 75 | 35 | 0 | |
| 3 | Grammarly | writing | BBB | 71 | 9 | 0 | |
| 4 | GitHub Copilot | developer_tools | BBB | 71 | 10 | 0 | |
| 5 | Weaviate | vector_db | BBB | 70 | 15 | 0 | |
| 6 | Grafana | monitoring | BBB | 69 | 2 | 0 | |
| 7 | Pinecone | vector_db | BBB | 69 | 21 | 0 | |
| 8 | Zendesk | customer_support | BBB | 69 | 1 | 0 | |
| 9 | PagerDuty | incident_management | BBB | 68 | 1 | 0 | |
| 10 | Replit | developer_tools | BBB | 67 | 1 | 0 | |
| 11 | LangChain | ai_framework | BBB | 66 | 25 | 0 | |
| 12 | Monday.com | project_management | BB | 64 | 9 | 0 | |
| 13 | Replicate | ai_platform | BB | 64 | 20 | 0 | |
| 14 | Jasper | marketing | BB | 64 | 1 | 0 | |
| 15 | Notion | productivity | BB | 63 | 5 | 0 | |
| 16 | PostHog | analytics | BB | 63 | 1 | 0 | |
| 17 | 1Password | security | BB | 63 | 1 | 0 | |
| 18 | Amplitude | analytics | BB | 63 | 1 | 0 | |
| 19 | Asana | project_management | BB | 63 | 1 | 0 | |
| 20 | Linear | project_management | BB | 61 | 4 | 0 | |
| 21 | Elastic | search | BB | 61 | 13 | 0 | |
| 22 | Vercel | developer_tools | BB | 61 | 9 | 0 | |
| 23 | Cloudflare | infrastructure | BB | 59 | 9 | 0 | |
| 24 | Neon | database | BB | 56 | 4 | 0 | |
| 25 | Snowflake | data | BB | 56 | 6 | 0 | |
| 26 | Qdrant | vector_db | B | 54 | 14 | 0 | |
| 27 | Together AI | ai_platform | B | 54 | 2 | 0 | |
| 28 | Stripe | fintech | B | 53 | 2 | 0 | |
| 29 | Supabase | developer_tools | B | 50 | 8 | 0 | |
| 30 | Anyscale | ai_platform | B | 49 | 3 | 0 | |
| 31 | Salesforce | crm | B | 48 | 4 | 0 | |
| 32 | Sentry | monitoring | B | 48 | 2 | 0 | |
| 33 | Databricks | data | B | 48 | 2 | 0 | |
| 34 | Render | infrastructure | B | 47 | 10 | 0 | |
| 35 | ServiceNow | it_management | B | 46 | 5 | 0 | |
| 36 | PlanetScale | database | CCC | 45 | 3 | 0 | |
| 37 | Adobe | creative | CCC | 43 | 5 | 0 | |
| 38 | Runway | creative | CCC | 42 | 6 | 0 | |
| 39 | Mixpanel | analytics | CCC | 40 | 1 | 0 | |
| 40 | Canva | creative | CCC | 40 | 1 | 0 | |
| 41 | Figma | design | CCC | 40 | 2 | 0 | |
| 42 | Loom | video | CCC | 40 | 1 | 0 | |
| 43 | ClickUp | project_management | CCC | 40 | 1 | 0 | |
| 44 | Twilio | communication | CCC | 40 | 1 | 0 | |
| 45 | MongoDB | database | CCC | 40 | 1 | 0 | |
| 46 | Okta | identity | CCC | 40 | 1 | 0 | |
| 47 | Zoom | communication | CCC | 40 | 1 | 0 | |
| 48 | Miro | collaboration | CCC | 40 | 1 | 0 | |
| 49 | Windsurf | developer_tools | CCC | 40 | 1 | 0 | |
| 50 | Cursor | developer_tools | CCC | 40 | 1 | 0 | |
| 51 | Datadog | monitoring | CCC | 40 | 2 | 0 | |
| 52 | Descript | media | CCC | 40 | 1 | 0 | |
| 53 | Intercom | customer_support | CCC | 40 | 1 | 0 | |
| 54 | Segment | analytics | CCC | 40 | 1 | 0 | |
| 55 | Slack | communication | CCC | 40 | 1 | 0 | |
| 56 | Airtable | productivity | CCC | 40 | 1 | 0 | |
| 57 | Shopify | ecommerce | CCC | 40 | 1 | 0 | |
| 58 | Railway | developer_tools | CCC | 33 | 3 | 0 | |
| 59 | Atlassian | project_management | CCC | 33 | 3 | 0 | |
| 60 | HubSpot | crm | CC | 28 | 3 | 0 |
Methodology: Based on analysis of public GitHub repositories, published dependencies, and public documentation. Ratings reflect publicly observable AI stack health and may not represent the complete internal technology stack.