P99lab vs Meta vs Google vs Microsoft

Head to head on 25 boards: Google places best on 16, Meta places best on 6, Microsoft places best on 2 and P99lab places best on 1. All 4 ranked on 1 of 28 boards.

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PP99labMetaGoogleMicrosoft

Board	Read	PP99lab	Meta	Google	Microsoft
Chat2
Text ArenaArena rating1dyesterday	Oct 261dyesterday		#31,509Muse Wonder	#11,517best of the pickedGemini 4 Argon
MultiChallengeScore1dyesterday	Oct 261dyesterday		#375.5%Muse Spark	#278.7%best of the pickedGemini 4 Argon
Reasoning7
MMLU-ProAccuracy · stale1dyesterday	Oct 261dyesterday		#4782.8%Llama4 Behemoth	#191.2%best of the pickedGemini 3.1 Pro Preview	#7576.0%Phi 4 Plus
GPQA DiamondAccuracy1dyesterday	Oct 261dyesterday		#4389.8%Muse Spark	#196.4%best of the pickedGemini 4 Argon
AA IntelligenceIndex1dyesterday	Oct 261dyesterday		#355.8best of the pickedMuse Wonder Full	#752.6Gemini 4 Argon
HLEAccuracy1dyesterday	Oct 261dyesterday		#740.6%Muse Spark	#346.4%best of the pickedGemini 3.1 Pro Preview
Epoch ECIECI1dyesterday	Oct 261dyesterday		#12161.8Muse Wonder	#5166.4best of the pickedGemini 4 Argon
ARC-AGI-2Score1dyesterday	Oct 261dyesterday		#3857.5%Muse Spark Open	#591.3%best of the pickedGemini 4 Argon
LiveBenchGlobal average1dyesterday	Oct 261dyesterday		#681.6%best of the pickedMuse Spark 1.3	#1578.8%Gemini 3.7 Flash
Coding4
SWE-bench VerifiedResolved · stale1dyesterday	Oct 261dyesterday		#3621.0%Llama 4 Maverick Instruct	#275.8%best of the pickedGemini 3 Flash
SWE-Bench ProResolved1dyesterday	Oct 261dyesterday		#490.2%Muse Wonder 1.0 Max Effort	#392.2%best of the pickedGemini 4 Argon
Aider PolyglotPass rate · stale1dyesterday	Oct 261dyesterday		#4315.6%Llama 4 Maverick Instruct	#383.1%best of the pickedGemini 2.5 Pro (Jun 2025)
WebDev ArenaArena rating1dyesterday	Oct 261dyesterday		#61,726best of the pickedMuse Wonder Full	#101,674Gemini 4 Argon
Agents and tools3
BFCLOverall accuracy · stale1dyesterday	Oct 261dyesterday		#3637.3%Llama 4 Maverick 17b 128e	#372.5%best of the pickedGemini 3 Pro	#5028.8%Phi 4
MCP AtlasPass rate1dyesterday	Oct 261dyesterday		#188.1%best of the pickedMuse Spark 1.1	#683.6%Gemini 3.5 Flash
Search ArenaArena rating1dyesterday	Oct 261dyesterday			#141,207Gemini 3.1 Pro Grounding
Vision2
Vision ArenaArena rating1dyesterday	Oct 261dyesterday		#61,294Muse Spark	#51,295best of the pickedGemini 3.7 Flash
Document ArenaArena rating1dyesterday	Oct 261dyesterday		#91,479best of the pickedMuse Spark 1.1	#211,461Gemini 3.5 Flash
Image2
Text-to-ImageArena rating1dyesterday	Oct 261dyesterday		#81,274Muse Image	#61,328Gemini Nano Banana 2.1	#51,332best of the pickedMAI Image 2.6
Image EditArena rating1dyesterday	Oct 261dyesterday		#91,398Muse Image	#51,426best of the pickedGemini Nano Banana 2.1	#61,425MAI Image 2.6
Video2
Text-to-VideoArena rating1dyesterday	Oct 261dyesterday		#91,456Muse Video	#11,516best of the pickedGemini Omni 1.1 Flash
Image-to-VideoArena rating1dyesterday	Oct 261dyesterday			#21,488Gemini Omni 1.1 Flash
Speech2
Open ASRAverage WER1dyesterday	Oct 261dyesterday	#34.98 WERbest of the pickedaudrey-0.7 (p99lab)	#326.30 WERmuse-voice-transcribe (meta)	#5611.86 WERgemma-4-E4B-it (google)	#45.02 WERazure-speech-07-2026 (microsoft)
Speech ArenaArena rating1dyesterday	Oct 261dyesterday		#95846Metavoice V1	#51,280best of the pickedGemini 3.8 Flash TTS	#291,143Azure Hd 2.5
Embeddings1
MTEBMean task score1dyesterday	Oct 261dyesterday			#568.4%gemini-embedding-001 (google)	#174.3%best of the pickedharrier-oss-v1-27b (microsoft)
Speed1
AA SpeedOutput speed1dyesterday	Oct 261dyesterday		#6195 tok/sbest of the pickedMuse Wonder	#11132 tok/sGemini 3.8 Flash
Price1
AA PriceBlended price1dyesterday	Oct 261dyesterday		#17$2.00Muse Spark Open	#15$1.50best of the pickedGemini 3.8 Flash
Usage1
OpenRouterWeekly tokens1dyesterday	Oct 261dyesterday		#152.8T tokMuse Spark 1.3 Contributor

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.