Vibeleaderboard

AI organizations

The labs behind the models

Explore each organization’s history, people, and significance. Our dated assessments link to their evidence and identify gaps.

79 organizations

How ranking works +

Labs are ranked only against comparable organizations in their category. Scores weigh model evidence, research influence, release momentum, ecosystem, and trajectory. Independent model scores remain separate in the Model Atlas. Product namespaces, libraries, and unresolved entities remain discoverable in the Model Atlas but are not ranked as labs.

33 organizations

General model labs

Organizations developing broad foundation-model families across several capabilities or modalities.

  1. AnthropicAnthropicLanguage models · Coding agents · AI safety93 / 100Reviewed 2026-08-27Open profile →
  2. OpenAIOpenAILanguage models · Coding agents · Multimodal generation93 / 100Reviewed 2026-08-27Open profile →
  3. QwenQwenOpen-weight models · Multimodal models · Coding92 / 100Reviewed 2026-08-29Open profile →
  4. DeepSeekDeepSeekReasoning · Coding · Open-weight models91 / 100Reviewed 2026-08-29Open profile →
  5. Google DeepMindGoogle DeepMindMultimodal models · Open models · Scientific research90 / 100Reviewed 2026-08-27Open profile →
  6. Moonshot AIMoonshot AILanguage models · Long context · Coding90 / 100Reviewed 2026-08-29Open profile →
  7. Z.aiZ.aiLanguage models · Agents · Coding89 / 100Reviewed 2026-08-29Open profile →
  8. NVIDIANVIDIAOpen models · Enterprise AI · Speech88 / 100Reviewed 2026-08-29Open profile →
  9. ByteDance SeedByteDance SeedSeed · Seedream87 / 100Reviewed 2026-08-29Open profile →
  10. MetaMetaOpen-weight models · Language models · Model safety86 / 100Reviewed 2026-08-29Open profile →
  11. Sakana AISakana AIFugu · Sakana86 / 100Reviewed 2026-08-29Open profile →
  12. xAIxAILanguage models · Image and video · Voice84 / 100Reviewed 2026-08-29Open profile →
  13. TencentTencentHY · EVIE · HY383 / 100Reviewed 2026-08-29Open profile →
  14. CohereCohereEnterprise language models · Retrieval · Reranking82 / 100Reviewed 2026-08-27Open profile →
  15. MicrosoftMicrosoftMAI Image · MAI Voice · MAI Transcribe81 / 100Reviewed 2026-08-29Open profile →
  16. Mistral AIMistral AILanguage models · Open-weight models · Speech80 / 100Reviewed 2026-08-29Open profile →
  17. MiniMaxMiniMaxMinimax · Hailuo · Speech79 / 100Reviewed 2026-08-29Open profile →
  18. XiaomiXiaomiMimo75 / 100Reviewed 2026-08-29Open profile →
  19. AmazonAmazonNova · Alodlm74 / 100Reviewed 2026-08-29Open profile →
  20. MeituanMeituanLongcat74 / 100Reviewed 2026-08-29Open profile →
  21. StepFunStepFunStep74 / 100Reviewed 2026-08-29Open profile →
  22. Thinking MachinesThinking MachinesInkling74 / 100Reviewed 2026-08-29Open profile →
  23. Liquid AILiquid AILFM · D173 / 100Reviewed 2026-08-29Open profile →
  24. BaiduBaiduErnie72 / 100Reviewed 2026-08-29Open profile →
  25. IBMIBMGranite70 / 100Reviewed 2026-08-29Open profile →
  26. UpstageUpstageSolar68 / 100Reviewed 2026-08-29Open profile →
  27. InceptionInceptionMercury61 / 100Reviewed 2026-08-29Open profile →
  28. Dots StudioDots StudioDots60 / 100Reviewed 2026-08-29Open profile →
  29. ALAMI LabsWorld models · Planning · Persistent memoryResearch dossier · Reviewed 2026-09-21Open profile →
  30. FAFlapping AirplanesData efficiency · Learning algorithms · Foundational researchResearch dossier · Reviewed 2026-09-21Open profile →
  31. HUhumans&User modeling · Human behavior · Multi-agent learningResearch dossier · Reviewed 2026-09-21Open profile →
  32. IIIneffable IntelligenceReinforcement learning · Continual learning · Training infrastructureResearch dossier · Reviewed 2026-09-21Open profile →
  33. SSSafe SuperintelligenceSuperintelligence · AI safety · Foundational researchResearch dossier · Reviewed 2026-09-21Open profile →

20 organizations

Specialist model labs

Organizations concentrated on a domain such as media, retrieval, speech, coding, or applied generation.

  1. Black Forest LabsBlack Forest LabsFLUX · FLUX Video84 / 100Reviewed 2026-08-29Open profile →
  2. RunwayRunwayAleph · GEN82 / 100Reviewed 2026-08-29Open profile →
  3. PerplexityPerplexityPplx · Sonar79 / 100Reviewed 2026-08-29Open profile →
  4. Voyage AIVoyage AIVoyage · Rerank76 / 100Reviewed 2026-08-29Open profile →
  5. RecraftRecraftRecraft72 / 100Reviewed 2026-08-29Open profile →
  6. WriterWriterPalmyra72 / 100Reviewed 2026-08-29Open profile →
  7. KreaKreaKrea70 / 100Reviewed 2026-08-29Open profile →
  8. DeepgramDeepgramAura · FLUX · Nova69 / 100Reviewed 2026-08-29Open profile →
  9. HeygenHeygenAvatar · Heygen68 / 100Reviewed 2026-08-29Open profile →
  10. Fish AudioFish AudioS2.1 · Transcribe · S167 / 100Reviewed 2026-08-29Open profile →
  11. SesameSesameCSM65 / 100Reviewed 2026-08-29Open profile →
  12. PerceptronPerceptronPerceptron62 / 100Reviewed 2026-08-29Open profile →
  13. Canopy LabsCanopy LabsOrpheus49 / 100Reviewed 2026-08-29Open profile →
  14. SourcefulSourcefulRiverflow48 / 100Reviewed 2026-08-29Open profile →
  15. CUCuaComputer-use agents · Agent sandboxes and evaluation · Small specialist modelsResearch dossier · Reviewed 2026-09-22Open profile →
  16. GIGeneral IntuitionWorld models · Action models · Interactive environmentsResearch dossier · Reviewed 2026-09-21Open profile →
  17. PAParadigmaAutonomous research · Mathematical reasoning · Research infrastructureResearch dossier · Reviewed 2026-09-22Open profile →
  18. PLPeriodic LabsScientific AI · Autonomous laboratories · Materials researchResearch dossier · Reviewed 2026-09-21Open profile →
  19. RIRicursive IntelligenceChip design · Reinforcement learning · AI hardwareResearch dossier · Reviewed 2026-09-21Open profile →
  20. UAUnconventional AIPhysical computing · Energy efficiency · Image generationResearch dossier · Reviewed 2026-09-21Open profile →

6 organizations

Research organizations and projects

Institutes and durable research projects whose influence is not primarily a commercial model catalog.

  1. Ai2Ai2Olmo75 / 100Reviewed 2026-08-29Open profile →
  2. BAAIBAAIBGE72 / 100Reviewed 2026-08-29Open profile →
  3. BABerkeley AI Research (BAIR)Academic research · Machine learning · RoboticsResearch dossier · Reviewed 2026-09-21Open profile →
  4. CRCMU Robotics InstituteRobotics · Perception · Autonomous systemsResearch dossier · Reviewed 2026-09-21Open profile →
  5. MCMIT CSAILAcademic research · Artificial intelligence · RoboticsResearch dossier · Reviewed 2026-09-21Open profile →
  6. SSStanford SAILAcademic research · Machine learning · Human-robot interactionResearch dossier · Reviewed 2026-09-21Open profile →

3 organizations

Platforms and infrastructure

Routers, inference services, and corporate ecosystems that distribute or organize models from multiple sources.

  1. AlibabaAlibabaWAN · Happyhorse89 / 100Reviewed 2026-08-29Open profile →
  2. ByteDanceByteDanceSeedance · UI85 / 100Reviewed 2026-08-29Open profile →
  3. OpenRouterOpenRouterModel routing · Inference access · Provider comparison76 / 100Reviewed 2026-08-29Open profile →

1 organization

Community publishers

Independent and often pseudonymous publishers whose releases are best judged within the community-model ecosystem.

  1. Nous ResearchNous ResearchHermes61 / 100Reviewed 2026-08-29Open profile →

16 organizations

More labs

Verified organizations with research dossiers or profiles awaiting research. No editorial rank has been assigned.

  1. Aion LabsAion LabsAionReviewed 2026-08-27 · Evidence gapsOpen profile →
  2. APApodexResearch agents · Forecasting · Open-weight reasoning modelsProfile research pendingOpen profile →
  3. Arcee AIArcee AITrinity · VirtuosoReviewed 2026-08-27 · Evidence gapsOpen profile →
  4. ASAssemblyAISpeech-to-text · Real-time transcription · Speech understandingProfile research pendingOpen profile →
  5. CLCloudflareInference platform · Structured-decision models · Open-weight modelsProfile research pendingOpen profile →
  6. ELElevenLabsText-to-speech · Speech-to-text · Voice agentsProfile research pendingOpen profile →
  7. FIFireworksEmberProfile research pendingOpen profile →
  8. INInference.netInference infrastructure · Task-specific models · Structured extractionProfile research pendingOpen profile →
  9. MorphMorphMorphReviewed 2026-08-27 · Evidence gapsOpen profile →
  10. NANace.AIStructured-decision models · Small specialized models · Professional workflowsProfile research pendingOpen profile →
  11. PRPrismMLLow-bit compression · On-device inference · Open-weight modelsProfile research pendingOpen profile →
  12. QUQuiverAIVector graphics generation · SVG editing and animation · Design toolingProfile research pendingOpen profile →
  13. RelaceRelaceRelaceReviewed 2026-08-27 · Evidence gapsOpen profile →
  14. RERespanSpanProfile research pendingOpen profile →
  15. TATogether AIInference cloud · Fine-tuning · Open-model researchProfile research pendingOpen profile →
  16. TATypeSafe AIStructured decisions · Calibrated confidence · Agent controlReviewed 2026-09-17Open profile →