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Inclusionai vs Meta vs DeepSeek 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.

  • Inclusionai
  • Meta
  • DeepSeek
  • Microsoft

Head to head on 19 boards: DeepSeek places best on 8, Meta places best on 6, Microsoft places best on 4 and Inclusionai places best on 1. All 4 ranked on 0 of 25 boards.

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

BoardInclusionaiMetaDeepSeekMicrosoft
Chat2
MultiChallengeScoretoday#175.5%best of the pickedMuse Spark#2446.1%DeepSeek V3P1
Text ArenaArena ratingtoday#81,494best of the pickedMuse Spark 1.3#321,474DeepSeek V4.1 Flash
Reasoning7
AA IntelligenceIndextoday#1641.1Ling 3.1 Flash#748.1best of the pickedMuse Spark 1.3#2039.5DeepSeek V4.1 Flash
MMLU-ProAccuracy · staletoday#4782.8%Llama4 Behemoth#3385.0%best of the pickedDeepSeek-V3.2#7576.0%Phi 4 Plus
LiveBenchGlobal averagetoday#681.6%best of the pickedMuse Spark 1.3#781.1%DeepSeek V4.1 Flash
Epoch ECIECItoday#19156.8best of the pickedMuse Spark 1.3#29155.3DeepSeek V4 Pro 0813
ARC-AGI-2Scoretoday#770.0%Llama 4 Maverick Instruct#2072.9%best of the pickedDeepSeek V4.1 Flash
GPQA DiamondAccuracytoday#4189.8%Muse Spark#2491.7%best of the pickedDeepSeek V4 Pro 0813
HLEAccuracytoday#640.6%Muse Spark
Coding3
Aider PolyglotPass rate · staletoday#4315.6%Llama 4 Maverick Instruct#874.2%best of the pickedDeepSeek-V3.2
WebDev ArenaArena ratingtoday#111,657best of the pickedMuse Spark 1.3#181,620DeepSeek V4.1 Flash
SWE-bench VerifiedResolved · staletoday#3621.0%Llama 4 Maverick Instruct#1170.0%best of the pickedDeepSeek-V3.2
Agents and tools2
BFCLOverall accuracytoday#3637.3%Llama 4 Maverick 17b 128e#1256.7%best of the pickedDeepSeek-V3.2#5028.8%Phi 4
MCP AtlasPass ratetoday#188.1%Muse Spark 1.1
Vision2
Vision ArenaArena ratingtoday#61,294Muse Spark
Document ArenaArena ratingtoday#121,471Muse Spark 1.3
Image2
Text-to-ImageArena ratingtoday#81,274Muse Image#41,333best of the pickedMAI Image 2.6
Image EditArena ratingtoday#71,403Muse Image#51,428best of the pickedMAI Image 2.6
Video1
Text-to-VideoArena ratingtoday#91,456Muse Video
Speech2
Open ASRAverage WERtoday#294.84 WERmuse-voice-transcribe (meta)#23.81 WERbest of the pickedazure-speech-07-2026 (microsoft)
Speech ArenaArena ratingtoday#93850Metavoice V1#281,131best of the pickedAzure Hd 2.5
Embeddings1
MTEBMean task scoretoday#174.3%harrier-oss-v1-27b (microsoft)
Speed1
AA SpeedOutput speedtoday#5210 tok/sLing 3.1 Flash#3219 tok/sMuse Spark 1.3#1234 tok/sbest of the pickedDeepSeek V4 Flash Vision
Price1
AA PriceBlended pricetoday#5$0.45best of the pickedLing 3.1 Flash#13$2.00Muse Spark 1.3#6$0.53DeepSeek V4.1 Flash
Usage1
OpenRouterWeekly tokenstoday#171.4T tokMuse Spark 1.3 Contributor#229.6T tokbest of the pickedDeepSeek V4.1 Flash

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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