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Inclusionai vs Meta vs DeepSeek vs Anthropic

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
  • Anthropic

Head to head on 19 boards: Anthropic places best on 13, DeepSeek places best on 3, Meta places best on 2 and Inclusionai places best on 1. All 4 ranked on 3 of 26 boards.

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

BoardInclusionaiMetaDeepSeekAnthropic
Chat2
MultiChallengeScoretoday#175.5%best of the pickedMuse Spark#2446.1%DeepSeek V3P1#1259.0%Claude Opus 4.5
Text ArenaArena ratingtoday#81,494Muse Spark 1.3#321,474DeepSeek V4.1 Flash#21,505best of the pickedClaude Opus 4.6
Reasoning7
AA IntelligenceIndextoday#1641.1Ling 3.1 Flash#748.1Muse Spark 1.3#2039.5DeepSeek V4.1 Flash#157.6best of the pickedClaude Opus 5.5
Epoch ECIECItoday#19156.8Muse Spark 1.3#29155.3DeepSeek V4 Pro 0813#1167.3best of the pickedClaude Opus 5.5
LiveBenchGlobal averagetoday#681.6%Muse Spark 1.3#781.1%DeepSeek V4.1 Flash#183.4%best of the pickedClaude Fable 5.1
GPQA DiamondAccuracytoday#4189.8%Muse Spark#2491.7%DeepSeek V4 Pro 0813#295.6%best of the pickedClaude Sonnet 5.5
ARC-AGI-2Scoretoday#770.0%Llama 4 Maverick Instruct#2072.9%DeepSeek V4.1 Flash#393.3%best of the pickedClaude Opus 5.5
MMLU-ProAccuracy · staletoday#4782.8%Llama4 Behemoth#3385.0%DeepSeek-V3.2#489.1%best of the pickedClaude Opus 4.6
HLEAccuracytoday#640.6%Muse Spark#246.5%best of the pickedClaude Fable 5.1
Coding4
WebDev ArenaArena ratingtoday#111,657Muse Spark 1.3#181,620DeepSeek V4.1 Flash#11,815best of the pickedClaude Opus 5.5
SWE-bench VerifiedResolved · staletoday#3621.0%Llama 4 Maverick Instruct#1170.0%DeepSeek-V3.2#176.8%best of the pickedClaude Opus 4.5
Aider PolyglotPass rate · staletoday#4315.6%Llama 4 Maverick Instruct#874.2%best of the pickedDeepSeek-V3.2#1072.0%Claude Opus 4
SWE-Bench ProResolvedtoday#198.0%Claude Opus 5
Agents and tools3
BFCLOverall accuracytoday#3637.3%Llama 4 Maverick 17b 128e#1256.7%DeepSeek-V3.2#177.5%best of the pickedClaude Opus 4.5
MCP AtlasPass ratetoday#188.1%best of the pickedMuse Spark 1.1#287.2%Claude Fable 5.1
Search ArenaArena ratingtoday#21,253Claude Opus 4.6
Vision2
Vision ArenaArena ratingtoday#61,294Muse Spark#11,309best of the pickedClaude Fable 5
Document ArenaArena ratingtoday#121,471Muse Spark 1.3#11,516best of the pickedClaude Opus 5
Image2
Image EditArena ratingtoday#71,403Muse Image
Text-to-ImageArena ratingtoday#81,274Muse Image
Video1
Text-to-VideoArena ratingtoday#91,456Muse Video
Speech2
Open ASRAverage WERtoday#294.84 WERmuse-voice-transcribe (meta)
Speech ArenaArena ratingtoday#93850Metavoice V1
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#7131 tok/sClaude Sonnet 5.5
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#19$4.00Claude Sonnet 5.5
Usage1
OpenRouterWeekly tokenstoday#171.4T tokMuse Spark 1.3 Contributor#229.6T tokbest of the pickedDeepSeek V4.1 Flash#112.9T tokClaude Opus 5.5

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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