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Kokoro vs Google vs Meta vs Microsoft

Each lab shows its best-ranked model on every board. One row per board where at least one is ranked, from each board's current capture.

  • Kokoro
  • Google
  • Meta
  • Microsoft

Head to head on 25 boards: Google places best on 13, Meta places best on 8, Microsoft places best on 4 and Kokoro places best on 0. All 4 ranked on 1 of 28 boards.

Two at a time on this screen. Tap one to swap it in.

BoardKokoroGoogleMetaMicrosoft
Chat2
MultiChallengeScoretoday#371.4%Gemini 3.1 Pro Preview#175.5%best of the pickedMuse Spark
Text ArenaArena ratingtoday#81,492Gemini 3.8 Flash#61,496best of the pickedMuse Spark 1.2
Reasoning7
MMLU-ProAccuracy · staletoday#191.2%best of the pickedGemini 3.1 Pro Preview#4782.8%Llama4 Behemoth#7576.0%Phi 4 Plus
GPQA DiamondAccuracytoday#295.4%best of the pickedGemini 3.8 Flash#3589.8%Muse Spark
HLEAccuracytoday#346.4%best of the pickedGemini 3.1 Pro Preview#640.6%Muse Spark
AA IntelligenceIndextoday#1540.9Gemini 3.8 Flash#448.1best of the pickedMuse Spark 1.3
LiveBenchGlobal averagetoday#1378.8%Gemini 3.7 Flash#581.6%best of the pickedMuse Spark 1.3
ARC-AGI-2Scoretoday#689.2%best of the pickedGemini 3.8 Flash#710.0%Llama 4 Maverick Instruct
Epoch ECIECItoday#11157.7best of the pickedGemini 3.7 Flash#15156.9Muse Spark 1.3
Coding4
SWE-bench VerifiedResolved · staletoday#275.8%best of the pickedGemini 3 Flash#3621.0%Llama 4 Maverick Instruct
Aider PolyglotPass rate · staletoday#383.1%best of the pickedGemini 2.5 Pro (Jun 2025)#4315.6%Llama 4 Maverick Instruct
WebDev ArenaArena ratingtoday#201,593Gemini 3.7 Flash#81,656best of the pickedMuse Spark 1.3
SWE-Bench ProResolvedtoday#958.8%Gemini 3.8 Flash
Agents and tools3
BFCLOverall accuracytoday#372.5%best of the pickedGemini 3 Pro#3637.3%Llama 4 Maverick 17b 128e#5028.8%Phi 4
MCP AtlasPass ratetoday#683.6%Gemini 3.5 Flash#188.1%best of the pickedMuse Spark 1.1
Search ArenaArena ratingtoday#91,210Gemini 3.1 Pro Grounding
Vision2
Vision ArenaArena ratingtoday#101,289Gemini 3 Pro#51,294best of the pickedMuse Spark 1.3
Document ArenaArena ratingtoday#161,463Gemini 3.5 Flash#121,471best of the pickedMuse Spark 1.3
Image2
Text-to-ImageArena ratingtoday#91,261Gemini 3.1 Flash Image#71,276Muse Image#41,335best of the pickedMAI Image 2.6
Image EditArena ratingtoday#91,390Gemini 3 Pro Image#61,402Muse Image#51,429best of the pickedMAI Image 2.6
Video2
Text-to-VideoArena ratingtoday#11,516best of the pickedGemini Omni 1.1 Flash#91,456Muse Video
Image-to-VideoArena ratingtoday#21,488Gemini Omni 1.1 Flash
Speech2
Speech ArenaArena ratingtoday#481,065Kokoro 82m V1.0#21,268best of the pickedGemini 3.8 Flash TTS#89847Metavoice V1#261,126Azure Hd 2.5
Open ASRAverage WERtoday#669.51 WERgemma-4-E4B-it (google)#284.84 WERmuse-voice-transcribe (meta)#23.81 WERbest of the pickedazure-speech-07-2026 (microsoft)
Embeddings1
MTEBMean task scoretoday#568.4%gemini-embedding-001 (google)#174.3%best of the pickedharrier-oss-v1-27b (microsoft)
Speed1
AA SpeedOutput speedtoday#1308 tok/sbest of the pickedGemini 3.8 Flash#2232 tok/sMuse Spark 1.3
Price1
AA PriceBlended pricetoday#9$1.50best of the pickedGemini 3.8 Flash#11$2.00Muse Spark 1.3
Usage1
OpenRouterWeekly tokenstoday#142.2T tokbest of the pickedGemini 3.8 Flash#151.8T tokMuse Spark 1.3 Contributor

Green marks the best placing among the picked where two or more are ranked; ties are marked for each. Ranks are each board's own order (lower is better), scores as the board published them. Dash: not on that board.

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