Inclusionai vs Anthropic vs Meta vs DeepSeek

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.

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IInclusionaiAnthropicMetaDeepSeek

Board	Read	IInclusionai	Anthropic	Meta	DeepSeek
Chat2
MultiChallengeScoretodaytoday	Oct 7todaytoday		#1259.0%Claude Opus 4.5	#175.5%best of the pickedMuse Spark	#2446.1%DeepSeek V3P1
Text ArenaArena ratingtodaytoday	Oct 7todaytoday		#21,505best of the pickedClaude Opus 4.6	#81,494Muse Spark 1.3	#321,474DeepSeek V4.1 Flash
Reasoning7
AA IntelligenceIndextodaytoday	Oct 7todaytoday	#1641.1Ling 3.1 Flash	#157.6best of the pickedClaude Opus 5.5	#748.1Muse Spark 1.3	#2039.5DeepSeek V4.1 Flash
Epoch ECIECItodaytoday	Oct 7todaytoday		#1167.3best of the pickedClaude Opus 5.5	#19156.8Muse Spark 1.3	#29155.3DeepSeek V4 Pro 0813
LiveBenchGlobal averagetodaytoday	Oct 7todaytoday		#183.4%best of the pickedClaude Fable 5.1	#681.6%Muse Spark 1.3	#781.1%DeepSeek V4.1 Flash
GPQA DiamondAccuracytodaytoday	Oct 7todaytoday		#295.6%best of the pickedClaude Sonnet 5.5	#4189.8%Muse Spark	#2491.7%DeepSeek V4 Pro 0813
ARC-AGI-2Scoretodaytoday	Oct 7todaytoday		#393.3%best of the pickedClaude Opus 5.5	#770.0%Llama 4 Maverick Instruct	#2072.9%DeepSeek V4.1 Flash
MMLU-ProAccuracy · staletodaytoday	Oct 7todaytoday		#489.1%best of the pickedClaude Opus 4.6	#4782.8%Llama4 Behemoth	#3385.0%DeepSeek-V3.2
HLEAccuracytodaytoday	Oct 7todaytoday		#246.5%best of the pickedClaude Fable 5.1	#640.6%Muse Spark
Coding4
WebDev ArenaArena ratingtodaytoday	Oct 7todaytoday		#11,815best of the pickedClaude Opus 5.5	#111,657Muse Spark 1.3	#181,620DeepSeek V4.1 Flash
SWE-bench VerifiedResolved · staletodaytoday	Oct 7todaytoday		#176.8%best of the pickedClaude Opus 4.5	#3621.0%Llama 4 Maverick Instruct	#1170.0%DeepSeek-V3.2
Aider PolyglotPass rate · staletodaytoday	Oct 7todaytoday		#1072.0%Claude Opus 4	#4315.6%Llama 4 Maverick Instruct	#874.2%best of the pickedDeepSeek-V3.2
SWE-Bench ProResolvedtodaytoday	Oct 7todaytoday		#198.0%Claude Opus 5
Agents and tools3
BFCLOverall accuracytodaytoday	Oct 7todaytoday		#177.5%best of the pickedClaude Opus 4.5	#3637.3%Llama 4 Maverick 17b 128e	#1256.7%DeepSeek-V3.2
MCP AtlasPass ratetodaytoday	Oct 7todaytoday		#287.2%Claude Fable 5.1	#188.1%best of the pickedMuse Spark 1.1
Search ArenaArena ratingtodaytoday	Oct 7todaytoday		#21,253Claude Opus 4.6
Vision2
Vision ArenaArena ratingtodaytoday	Oct 7todaytoday		#11,309best of the pickedClaude Fable 5	#61,294Muse Spark
Document ArenaArena ratingtodaytoday	Oct 7todaytoday		#11,516best of the pickedClaude Opus 5	#121,471Muse Spark 1.3
Image2
Image EditArena ratingtodaytoday	Oct 7todaytoday			#71,403Muse Image
Text-to-ImageArena ratingtodaytoday	Oct 7todaytoday			#81,274Muse Image
Video1
Text-to-VideoArena ratingtodaytoday	Oct 7todaytoday			#91,456Muse Video
Speech2
Open ASRAverage WERtodaytoday	Oct 7todaytoday			#294.84 WERmuse-voice-transcribe (meta)
Speech ArenaArena ratingtodaytoday	Oct 7todaytoday			#93850Metavoice V1
Speed1
AA SpeedOutput speedtodaytoday	Oct 7todaytoday	#5210 tok/sLing 3.1 Flash	#7131 tok/sClaude Sonnet 5.5	#3219 tok/sMuse Spark 1.3	#1234 tok/sbest of the pickedDeepSeek V4 Flash Vision
Price1
AA PriceBlended pricetodaytoday	Oct 7todaytoday	#5$0.45best of the pickedLing 3.1 Flash	#19$4.00Claude Sonnet 5.5	#13$2.00Muse Spark 1.3	#6$0.53DeepSeek V4.1 Flash
Usage1
OpenRouterWeekly tokenstodaytoday	Oct 7todaytoday		#112.9T tokClaude Opus 5.5	#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.