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5 EVALUATION LENSES EXACT PARETO FRONTIER (2)

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
ARCHITECTURAL VANGUARDSEMPIRICAL LEADERS SCOPED SPECIALISTSOPERATIONAL WORKHORSES X: Verified Execution Reliability (0..100)UK AISI InspectEleutherAI lm-evalPromptfooDeepEvalRagasTruLens
ComponentFacetQuadrant & FrontierLens ScoresCliff & 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