5-Lens Empirical Quadrants & Non-Dominated Pareto Frontier
All 17 Facets (6) agent_development_orchestration ai_security_and_guardrails automation_ipaas_dag_durable embeddings_and_rerankers evaluation_and_regression_testing llm_frontier_cloud llm_open_weights_cloud memory_behavior_policies multimodal_vision_audio_3d observability_tracing_monitoring programmatic_prompt_workflow_optimization protocols_mcp_and_a2a rag_context_pipeline slm_cpu_edge_quantized team_simulation_provenance timeseries_foundation_models vector_and_transactional_storage
| Component | Facet | Quadrant & Frontier | Lens Scores | Cliff & WAR |
|---|---|---|---|---|
| UK AISI Inspect UK AI Security Institute |
evaluation_and_regression_testing |
EMPIRICAL_LEADER PARETO | Exec: 95 · Fit: 94 · Wave: 95.2 | Cliff: 93% · WAR: +0.31 |
| EleutherAI lm-evaluation-harness EleutherAI |
evaluation_and_regression_testing |
EMPIRICAL_LEADER | Exec: 95 · Fit: 94 · Wave: 94.88 | Cliff: 93% · WAR: +0.28 |
| Promptfoo Promptfoo |
evaluation_and_regression_testing |
EMPIRICAL_LEADER PARETO | Exec: 96 · Fit: 94 · Wave: 94.76 | Cliff: 91% · WAR: +0.3 |
| DeepEval Confident AI |
evaluation_and_regression_testing |
EMPIRICAL_LEADER | Exec: 92 · Fit: 92 · Wave: 92.16 | Cliff: 89% · WAR: +0.25 |
| Ragas Exploding Gradients |
evaluation_and_regression_testing |
EMPIRICAL_LEADER | Exec: 92 · Fit: 92 · Wave: 92.12 | Cliff: 87% · WAR: +0.26 |
| TruLens Snowflake / TruEra |
evaluation_and_regression_testing |
EMPIRICAL_LEADER | Exec: 90 · Fit: 92 · Wave: 91.04 | Cliff: 89% · WAR: +0.21 |