Edge0 vs Anthropic vs DeepSeek vs Google

Head to head on 22 boards: Anthropic places best on 16, Google places best on 4, Edge0 places best on 1 and DeepSeek places best on 1. All 4 ranked on 0 of 28 boards.

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EEdge0AnthropicDeepSeekGoogle

Board	Read	EEdge0	Anthropic	DeepSeek	Google
Chat2
Text ArenaArena ratingtodaytoday	Oct 8todaytoday		#21,505Claude Opus 4.6	#321,474DeepSeek V4.1 Flash	#11,525best of the pickedGemini 4 Argon
MultiChallengeScoretodaytoday	Oct 8todaytoday		#1359.0%Claude Opus 4.5	#2546.1%DeepSeek V3P1	#471.4%best of the pickedGemini 3.1 Pro Preview
Reasoning7
AA IntelligenceIndextodaytoday	Oct 8todaytoday		#157.6best of the pickedClaude Opus 5.5	#2139.5DeepSeek V4.1 Flash	#552.6Gemini 4 Argon
Epoch ECIECItodaytoday	Oct 8todaytoday		#1167.3best of the pickedClaude Opus 5.5	#29155.3DeepSeek V4 Pro 0813	#16157.3Gemini 3.7 Flash
LiveBenchGlobal averagetodaytoday	Oct 8todaytoday		#183.4%best of the pickedClaude Fable 5.1	#781.1%DeepSeek V4.1 Flash	#1478.8%Gemini 3.7 Flash
MMLU-ProAccuracy · staletodaytoday	Oct 8todaytoday		#489.1%Claude Opus 4.6	#3385.0%DeepSeek-V3.2	#191.2%best of the pickedGemini 3.1 Pro Preview
GPQA DiamondAccuracytodaytoday	Oct 8todaytoday		#295.6%best of the pickedClaude Sonnet 5.5	#2491.7%DeepSeek V4 Pro 0813	#395.4%Gemini 3.8 Flash
ARC-AGI-2Scoretodaytoday	Oct 8todaytoday		#393.3%best of the pickedClaude Opus 5.5	#2072.9%DeepSeek V4.1 Flash	#889.2%Gemini 3.8 Flash
HLEAccuracytodaytoday	Oct 8todaytoday		#246.5%best of the pickedClaude Fable 5.1		#346.4%Gemini 3.1 Pro Preview
Coding4
WebDev ArenaArena ratingtodaytoday	Oct 8todaytoday		#11,814best of the pickedClaude Opus 5.5	#191,619DeepSeek V4.1 Flash	#81,678Gemini 4 Argon
SWE-bench VerifiedResolved · staletodaytoday	Oct 8todaytoday		#176.8%best of the pickedClaude Opus 4.5	#1170.0%DeepSeek-V3.2	#275.8%Gemini 3 Flash
Aider PolyglotPass rate · staletodaytoday	Oct 8todaytoday		#1072.0%Claude Opus 4	#874.2%DeepSeek-V3.2	#383.1%best of the pickedGemini 2.5 Pro (Jun 2025)
SWE-Bench ProResolvedtodaytoday	Oct 8todaytoday		#198.0%best of the pickedClaude Opus 5		#958.8%Gemini 3.8 Flash
Agents and tools3
BFCLOverall accuracytodaytoday	Oct 8todaytoday		#177.5%best of the pickedClaude Opus 4.5	#1256.7%DeepSeek-V3.2	#372.5%Gemini 3 Pro
MCP AtlasPass ratetodaytoday	Oct 8todaytoday		#287.2%best of the pickedClaude Fable 5.1		#683.6%Gemini 3.5 Flash
Search ArenaArena ratingtodaytoday	Oct 8todaytoday		#21,253best of the pickedClaude Opus 4.6		#91,210Gemini 3.1 Pro Grounding
Vision2
Vision ArenaArena ratingtodaytoday	Oct 8todaytoday		#11,309best of the pickedClaude Fable 5		#51,296Gemini 3.7 Flash
Document ArenaArena ratingtodaytoday	Oct 8todaytoday		#11,516best of the pickedClaude Opus 5		#161,463Gemini 3.5 Flash
Image2
Text-to-ImageArena ratingtodaytoday	Oct 8todaytoday				#61,328Gemini Nano Banana 2.1
Image EditArena ratingtodaytoday	Oct 8todaytoday				#61,428Gemini Nano Banana 2.1
Video2
Text-to-VideoArena ratingtodaytoday	Oct 8todaytoday				#11,516Gemini Omni 1.1 Flash
Image-to-VideoArena ratingtodaytoday	Oct 8todaytoday				#21,488Gemini Omni 1.1 Flash
Speech2
Open ASRAverage WERtodaytoday	Oct 8todaytoday	#174.47 WERbest of the pickedARK-ASR-3B (Edge0)			#589.51 WERgemma-4-E4B-it (google)
Speech ArenaArena ratingtodaytoday	Oct 8todaytoday				#51,276Gemini 3.8 Flash TTS
Embeddings1
MTEBMean task scoretodaytoday	Oct 8todaytoday				#568.4%gemini-embedding-001 (google)
Speed1
AA SpeedOutput speedtodaytoday	Oct 8todaytoday		#2243 tok/sbest of the pickedClaude Haiku 5.5	#3223 tok/sDeepSeek V4.1 Flash	#8125 tok/sGemini 3.8 Flash
Price1
AA PriceBlended pricetodaytoday	Oct 8todaytoday		#2$0.20best of the pickedClaude Haiku 5.5	#7$0.53DeepSeek V4.1 Flash	#12$1.50Gemini 3.8 Flash
Usage1
OpenRouterWeekly tokenstodaytoday	Oct 8todaytoday		#93.4T tokClaude Opus 5.5	#133.6T tokbest of the pickedDeepSeek V4.1 Flash	#122.1T tokGemini 3.8 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.