5 EVALUATION LENSES EXACT PARETO FRONTIER (3)

5-Lens Empirical Quadrants & Non-Dominated Pareto Frontier

All 17 Facets (11) 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
Sentence Transformers UKPLab / Hugging Face	`embeddings_and_rerankers`	EMPIRICAL_LEADER PARETO	Exec: 96 · Fit: 94 · Wave: 94.48	Cliff: 93% · WAR: +0.27
BAAI BGE-M3 BAAI	`embeddings_and_rerankers`	EMPIRICAL_LEADER PARETO	Exec: 95 · Fit: 94 · Wave: 94.2	Cliff: 91% · WAR: +0.29
Nomic Embed Text v2 MoE Nomic AI	`embeddings_and_rerankers`	EMPIRICAL_LEADER	Exec: 95 · Fit: 94 · Wave: 93.92	Cliff: 93% · WAR: +0.26
Snowflake Arctic Embed 2.0 Snowflake	`embeddings_and_rerankers`	EMPIRICAL_LEADER	Exec: 95 · Fit: 94 · Wave: 93.92	Cliff: 93% · WAR: +0.26
Jina Reranker v2 Base Multilingual Jina AI	`embeddings_and_rerankers`	EMPIRICAL_LEADER	Exec: 93 · Fit: 85 · Wave: 90.12	Cliff: 89% · WAR: +0.24
Cohere Rerank 3.5 Cohere	`embeddings_and_rerankers`	EMPIRICAL_LEADER PARETO	Exec: 95 · Fit: 94 · Wave: 88.88	Cliff: 91% · WAR: +0.28
Voyage AI voyage-3-large Voyage AI	`embeddings_and_rerankers`	EMPIRICAL_LEADER	Exec: 94 · Fit: 93 · Wave: 88.64	Cliff: 91% · WAR: +0.28
Cohere Embed v4 Cohere	`embeddings_and_rerankers`	EMPIRICAL_LEADER	Exec: 95 · Fit: 94 · Wave: 88.56	Cliff: 91% · WAR: +0.26
OpenAI text-embedding-3-large OpenAI	`embeddings_and_rerankers`	EMPIRICAL_LEADER	Exec: 95 · Fit: 94 · Wave: 87.92	Cliff: 91% · WAR: +0.23
Azure OpenAI Embeddings Microsoft Azure	`embeddings_and_rerankers`	EMPIRICAL_LEADER	Exec: 95 · Fit: 94 · Wave: 87.6	Cliff: 91% · WAR: +0.22
Google Vertex AI Multimodal Embeddings Google Cloud	`embeddings_and_rerankers`	EMPIRICAL_LEADER	Exec: 94 · Fit: 93 · Wave: 87.36	Cliff: 91% · WAR: +0.22