AI Evals Testing
Top signal weightsIntegrations 0.16Package downloads 0.14Development activity 0.09Capabilities 0.08
Rank by intent
Ranking basisMost secureSecurity posture 0.19Integrations 0.14Package downloads 0.12Github activity 0.08
Same facts, re-weighted. Only the weighting changes, never the underlying evidence.
| # | Software | Score | Confidence |
|---|---|---|---|
| 1 | Patronus AIAutomated evaluation and monitoring platform for testing and optimizing language models and AI agents | 66 | low · 25% |
| 2 | Helm | 65 | low · 22% |
| 3 | PromptfooAutomated testing platform that uses red teaming to identify and fix security vulnerabilities in AI applications before deployment | 58 | medium · 62% |
| 4 | Ragas | 57 | low · 22% |
| 5 | LM Evaluation Harness | 53 | low · 32% |
| 6 | TruLens | 48 | low · 25% |
| 7 | GalileoAI evaluation and observability platform for testing, monitoring, and improving AI systems | 44 | low · 7% |
| 8 | OpenAI Evals | 44 | low · 25% |
Ranked by the Vioscale composite: independent signals, not user reviews. See the method.
AI Evals Testing compared
Head-to-head on the attributes that matter here, with a source and date on every value.