Data and evaluation vendors
12 published entries are classed as data and evaluation vendor: human data, annotation and model evaluation services including human red teaming. They are headquartered in 4 countries.
Showing 12 of 12. Default order: coverage score, then name. How the score works.
| Rank | Company type | AI products (as stated) | Services | Verified | |||||
|---|---|---|---|---|---|---|---|---|---|
| 11 | SunTec India | Data and evaluation vendor | India, New Delhi | LLM applicationsDocument AIPredictive ML models | 7 | 1999 | 12 | 2026-11-09 | |
| 14 | Lionbridge | Data and evaluation vendor | United States, Waltham | LLM applicationsVoice AIComputer visionRecommender and ranking systems | 5 | 1996 | 11 | 2026-11-09 | |
| 18 | Shaip | Data and evaluation vendor | United States, New York | LLM applicationsAI agentsVoice AI | 6 | 10 | 2026-11-09 | ||
| 34 | Centific | Data and evaluation vendor | United States, Redmond | AI agentsComputer vision | 4 | 7 | 2026-11-09 | ||
| 34 | Macgence | Data and evaluation vendor | India, Noida | Predictive ML models | 5 | 7 | 2026-11-09 | ||
| 40 | Appen | Data and evaluation vendor | Australia | LLM applications | 5 | 6 | 2026-11-09 | ||
| 40 | Innodata | Data and evaluation vendor | United States, Ridgefield Park | LLM applicationsGenerative media | 4 | 6 | 2026-11-09 | ||
| 40 | TaskUs | Data and evaluation vendor | United States, New Braunfels | AI agentsAutonomous and embedded AI | 3 | 5001+ | 6 | 2026-11-09 | |
| 50 | Digital Divide Data | Data and evaluation vendor | United States, New York | LLM applicationsVoice AI | 3 | 5 | 2026-11-09 | ||
| 61 | Toloka | Data and evaluation vendor | Netherlands | LLM applicationsAI agents | 2 | 4 | 2026-11-09 | ||
| 61 | Welo Data | Data and evaluation vendor | United States | LLM applications | 3 | 4 | 2026-11-09 | ||
| 74 | Sama | Data and evaluation vendor | United States, San Francisco | LLM applicationsGenerative media | 1 | 3 | 2026-11-09 |
What this company type states it tests
Product types by service, counted over the entries on this page.
| Product type | LLM output evaluation | RAG pipeline validation | Prompt and model regression testing | Red teaming and adversarial testing | AI security penetration testing | Bias and fairness audit | Compliance and conformity assessment support | ML model validation | Training data and labeling QA | Performance and latency testing | Conversational flow testing | Production monitoring and drift testing |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LLM applications | 8 | 1 | 2 | 6 | 2 | 6 | 1 | 2 | 2 | 1 | 2 | 3 |
| AI agents | 3 | 1 | 1 | 4 | 0 | 2 | 0 | 0 | 1 | 0 | 1 | 2 |
| Voice AI | 3 | 1 | 1 | 2 | 0 | 2 | 0 | 1 | 1 | 0 | 2 | 1 |
| Computer vision | 2 | 0 | 0 | 2 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 1 |
| Predictive ML models | 1 | 0 | 0 | 2 | 0 | 2 | 0 | 2 | 2 | 1 | 0 | 2 |
| Recommender and ranking systems | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 |
| Generative media | 2 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 |
| Document AI | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 1 | 0 | 1 |
| Autonomous and embedded AI | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
HQ countries of this type
- United States 8
- Netherlands 1
- India 2
- Australia 1