5 EVALUATION LENSES EXACT PARETO FRONTIER (4)

5-Lens Empirical Quadrants & Non-Dominated Pareto Frontier

All 17 Facets (10) 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
bm25s (Scipy Sparse Lexical) xhluca	`rag_context_pipeline`	EMPIRICAL_LEADER PARETO	Exec: 98 · Fit: 95 · Wave: 94.04	Cliff: 95% · WAR: +0.26
Chonkie Semantic & Token Chunker Chonkie	`rag_context_pipeline`	EMPIRICAL_LEADER	Exec: 97 · Fit: 95 · Wave: 93.16	Cliff: 95% · WAR: +0.23
deepset Haystack 2 deepset	`rag_context_pipeline`	EMPIRICAL_LEADER PARETO	Exec: 93 · Fit: 92 · Wave: 92.04	Cliff: 87% · WAR: +0.24
LlamaIndex Core LlamaIndex	`rag_context_pipeline`	EMPIRICAL_LEADER PARETO	Exec: 90 · Fit: 90 · Wave: 91.42	Cliff: 84% · WAR: +0.22
Marker PDF-to-Markdown VikParuchuri / Datalab	`rag_context_pipeline`	EMPIRICAL_LEADER PARETO	Exec: 92 · Fit: 92 · Wave: 89.88	Cliff: 89% · WAR: +0.23
RAGFlow InfiniFlow	`rag_context_pipeline`	EMPIRICAL_LEADER	Exec: 87 · Fit: 82 · Wave: 89.42	Cliff: 84% · WAR: +0.2
Unstructured Unstructured.io	`rag_context_pipeline`	EMPIRICAL_LEADER	Exec: 88 · Fit: 82 · Wave: 89.34	Cliff: 84% · WAR: +0.18
LangChain Retrieval & Loaders LangChain	`rag_context_pipeline`	OPERATIONAL_WORKHORSE	Exec: 86 · Fit: 80 · Wave: 88.88	Cliff: 77% · WAR: +0.16
Microsoft GraphRAG Microsoft	`rag_context_pipeline`	OPERATIONAL_WORKHORSE	Exec: 82 · Fit: 79 · Wave: 86.69	Cliff: 78% · WAR: +0.19
EmbedChain Mem0 / EmbedChain	`rag_context_pipeline`	OPERATIONAL_WORKHORSE	Exec: 82 · Fit: 79 · Wave: 83.12	Cliff: 77% · WAR: +0.11