5-Lens Empirical Quadrants & Non-Dominated Pareto Frontier
All 17 Facets (12) 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 |
|---|---|---|---|---|
| SGLang RadixAttention Runtime LMSYS |
llm_open_weights_cloud |
EMPIRICAL_LEADER PARETO | Exec: 95 · Fit: 94 · Wave: 93.88 | Cliff: 91% · WAR: +0.27 |
| vLLM PagedAttention Engine vLLM Project |
llm_open_weights_cloud |
EMPIRICAL_LEADER | Exec: 95 · Fit: 94 · Wave: 93.56 | Cliff: 91% · WAR: +0.25 |
| Hugging Face Hub & TGI Hugging Face |
llm_open_weights_cloud |
EMPIRICAL_LEADER PARETO | Exec: 92 · Fit: 92 · Wave: 93.43 | Cliff: 89% · WAR: +0.2 |
| Hugging Face Text Generation Inference Hugging Face |
llm_open_weights_cloud |
EMPIRICAL_LEADER | Exec: 93 · Fit: 93 · Wave: 92.44 | Cliff: 91% · WAR: +0.21 |
| Ollama Cloud Inference Service Ollama |
llm_open_weights_cloud |
EMPIRICAL_LEADER PARETO | Exec: 94 · Fit: 94 · Wave: 92.08 | Cliff: 93% · WAR: +0.22 |
| Muse-Spark-Open (Ollama Cloud) Meta / Ollama Cloud |
llm_open_weights_cloud |
EMPIRICAL_LEADER | Exec: 93 · Fit: 92 · Wave: 90.9 | Cliff: 86% · WAR: +0.24 |
| GLM-5.3-Flash (Ollama Cloud) Zhipu / Ollama Cloud |
llm_open_weights_cloud |
EMPIRICAL_LEADER | Exec: 94 · Fit: 92 · Wave: 90.5 | Cliff: 86% · WAR: +0.23 |
| Qwen3-235B-A22B Alibaba Qwen |
llm_open_weights_cloud |
OPERATIONAL_WORKHORSE | Exec: 89 · Fit: 81 · Wave: 89.83 | Cliff: 80% · WAR: +0.21 |
| DeepSeek-R1 DeepSeek |
llm_open_weights_cloud |
OPERATIONAL_WORKHORSE | Exec: 86 · Fit: 80 · Wave: 88.96 | Cliff: 78% · WAR: +0.22 |
| Mistral Codestral 25.01 Mistral AI |
llm_open_weights_cloud |
EMPIRICAL_LEADER | Exec: 92 · Fit: 91 · Wave: 88.56 | Cliff: 86% · WAR: +0.22 |
| Meta Llama 4 Maverick Meta |
llm_open_weights_cloud |
EMPIRICAL_LEADER | Exec: 90 · Fit: 82 · Wave: 87.44 | Cliff: 80% · WAR: +0.21 |
| Meta Llama 3.3 70B Instruct Meta |
llm_open_weights_cloud |
OPERATIONAL_WORKHORSE | Exec: 89 · Fit: 81 · Wave: 86.08 | Cliff: 80% · WAR: +0.16 |