Reflection vs Meta vs DeepSeek vs Google

Head to head on 25 boards: Google places best on 17, Meta places best on 6, DeepSeek places best on 2 and Reflection places best on 0. All 4 ranked on 2 of 28 boards.

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RReflectionMetaDeepSeekGoogle

Board	Read	RReflection	Meta	DeepSeek	Google
Chat2
Text ArenaArena ratingtodaytoday	Oct 21todaytoday		#81,494Muse Spark 1.3	#341,475DeepSeek V4.1 Flash	#11,525best of the pickedGemini 4 Argon
MultiChallengeScoretodaytoday	Oct 21todaytoday		#275.5%best of the pickedMuse Spark	#2646.1%DeepSeek V3P1	#471.4%Gemini 3.1 Pro Preview
Reasoning7
ARC-AGI-2Scoretodaytoday	Oct 21todaytoday	#4623.5%Beam 1.0	#800.0%Llama 4 Maverick Instruct	#2172.9%DeepSeek V4.1 Flash	#591.3%best of the pickedGemini 4 Argon
GPQA DiamondAccuracytodaytoday	Oct 21todaytoday		#4389.8%Muse Spark	#2591.7%DeepSeek V4 Pro 0813	#196.4%best of the pickedGemini 4 Argon
MMLU-ProAccuracy · staletodaytoday	Oct 21todaytoday		#4782.8%Llama4 Behemoth	#3385.0%DeepSeek-V3.2	#191.2%best of the pickedGemini 3.1 Pro Preview
Epoch ECIECItodaytoday	Oct 21todaytoday		#12161.8Muse Wonder	#32155.9DeepSeek V4.1 Flash	#5166.4best of the pickedGemini 4 Argon
LiveBenchGlobal averagetodaytoday	Oct 21todaytoday		#681.6%best of the pickedMuse Spark 1.3	#881.1%DeepSeek V4.1 Flash	#1578.8%Gemini 3.7 Flash
AA IntelligenceIndextodaytoday	Oct 21todaytoday		#256.0best of the pickedMuse Wonder Full		#453.0Gemini 4 Argon
HLEAccuracytodaytoday	Oct 21todaytoday		#740.6%Muse Spark		#346.4%best of the pickedGemini 3.1 Pro Preview
Coding4
SWE-bench VerifiedResolved · staletodaytoday	Oct 21todaytoday		#3621.0%Llama 4 Maverick Instruct	#1170.0%DeepSeek-V3.2	#275.8%best of the pickedGemini 3 Flash
Aider PolyglotPass rate · staletodaytoday	Oct 21todaytoday		#4315.6%Llama 4 Maverick Instruct	#874.2%DeepSeek-V3.2	#383.1%best of the pickedGemini 2.5 Pro (Jun 2025)
WebDev ArenaArena ratingtodaytoday	Oct 21todaytoday		#101,656Muse Spark 1.3	#191,619DeepSeek V4.1 Flash	#81,678best of the pickedGemini 4 Argon
SWE-Bench ProResolvedtodaytoday	Oct 21todaytoday		#490.2%Muse Wonder 1.0 Max Effort		#392.2%best of the pickedGemini 4 Argon
Agents and tools3
BFCLOverall accuracy · staletodaytoday	Oct 21todaytoday		#3637.3%Llama 4 Maverick 17b 128e	#1256.7%DeepSeek-V3.2	#372.5%best of the pickedGemini 3 Pro
MCP AtlasPass ratetodaytoday	Oct 21todaytoday		#188.1%best of the pickedMuse Spark 1.1		#683.6%Gemini 3.5 Flash
Search ArenaArena ratingtodaytoday	Oct 21todaytoday				#91,210Gemini 3.1 Pro Grounding
Vision2
Vision ArenaArena ratingtodaytoday	Oct 21todaytoday		#71,294Muse Spark	#391,260DeepSeek V4.1 Flash	#51,297best of the pickedGemini 3.7 Flash
Document ArenaArena ratingtodaytoday	Oct 21todaytoday		#121,471best of the pickedMuse Spark 1.3		#161,463Gemini 3.5 Flash
Image2
Text-to-ImageArena ratingtodaytoday	Oct 21todaytoday		#81,274Muse Image		#61,328best of the pickedGemini Nano Banana 2.1
Image EditArena ratingtodaytoday	Oct 21todaytoday		#71,403Muse Image		#61,428best of the pickedGemini Nano Banana 2.1
Video2
Text-to-VideoArena ratingtodaytoday	Oct 21todaytoday		#91,456Muse Video		#11,516best of the pickedGemini Omni 1.1 Flash
Image-to-VideoArena ratingtodaytoday	Oct 21todaytoday				#21,488Gemini Omni 1.1 Flash
Speech2
Speech ArenaArena ratingtodaytoday	Oct 21todaytoday		#95847Metavoice V1		#51,278best of the pickedGemini 3.8 Flash TTS
Open ASRAverage WERtodaytoday	Oct 21todaytoday		#356.48 WERbest of the pickedmuse-voice-transcribe (meta)		#5911.65 WERgemma-4-E2B-it (google)
Embeddings1
MTEBMean task scoretodaytoday	Oct 21todaytoday				#568.4%gemini-embedding-001 (google)
Speed1
AA SpeedOutput speedtodaytoday	Oct 21todaytoday	#6345 tok/sBeam 1.0	#7281 tok/sMuse Spark 1.3	#16209 tok/sDeepSeek V4.1 Flash	#4454 tok/sbest of the pickedGemini 3.5 Flash-Lite
Price1
AA PriceBlended pricetodaytoday	Oct 21todaytoday		#15$2.00Muse Spark 1.3	#8$0.53best of the pickedDeepSeek V4.1 Flash	#13$1.50Gemini 3.8 Flash
Usage1
OpenRouterWeekly tokenstodaytoday	Oct 21todaytoday		#123.3T tokMuse Spark 1.3 Contributor	#127.3T 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.