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Comparison of MiniMax-M3, MiniMax: MiniMax M2.7, remove_background_guided
3 modelsMiniMaxAIMiniMax-M3Remove ×minimaxMiniMax: MiniMax M2.7Remove ×Briaremove_background_guidedRemove ×
What’s differentMiniMax-M3 is a native multimodal model with 1M context. It has ~428B parameters and ~23B activated parameters.MiniMax-M2.7 is a next-generation large language model designed for autonomous, real-world productivity and continuous improvement. Built to actively participate in its own evolution, M2.7 integrates…Prompt-guided background removal by Bria: tell it what to keep or what to remove and get a clean cutout with true transparency, at the original resolution with the original pixels untouched. Trained…
DateJun 1, 2026ReleasedMar 18, 2026ListedOct 14, 2026Listed
Listed rate$0.28 in / $1.10 out/ 1M tokensdeepinfra · via Hugging Face · all routes ↗$0.21 in / $0.84 out/ 1M tokensGMICloud · via OpenRouter · all routes ↗gmicloud/fp8 · quantization=fp8See provider quotes
Provider endpoints7 endpoints →10 endpoints →0 endpoints →
AA Intelligence ↗4.3.229.22 ↗Effort not specifiedIndependent resultNot reportedNot reported
AA-Briefcase ↗1.11,090.37 ↗Effort not specifiedIndependent resultNot reportedNot reported
GDPval-AA ↗2.11,242.47 ↗Effort not specifiedIndependent resultNot reportedNot reported
AutomationBench-AA ↗AA Index 4.3.2 collection21.25% ↗Effort not specifiedIndependent resultNot reportedNot reported
Terminal-Bench 4.0 · AA ↗2.02% ↗Effort not specifiedHarness unreportedIndependent resultNot reportedNot reported
SciCode ↗AA Index 4.3.2 collection47.11% ↗AA · Under reviewEffort not specifiedIndependent resultNot reportedNot reported
Humanity’s Last Exam ↗AA Index 4.3.2 collection38.97% ↗Effort not specifiedIndependent resultNot reportedNot reported
GDP.pdf ↗AA Index 4.3.2 collection9.8% ↗Effort not specifiedIndependent resultNot reportedNot reported
CritPt ↗AA Index 4.3.2 collection3.71% ↗AA · Under reviewEffort not specifiedIndependent resultNot reportedNot reported
AA-Omniscience ↗AA Index 4.3.2 collection1.35 ↗Effort not specifiedIndependent resultNot reportedNot reported
AA-LCR ↗1.183% ↗Effort not specifiedIndependent resultNot reportedNot reported
Context window1M204.8K—
Max output—131.1K—
Parameters———
Tool callingSupportedSupportedNot reported
Structured outputSupportedSupportedNot reported
Image inputSupportedNot reportedNot reported
ReasoningSupportedSupportedNot reported
Prompt cachingNot reportedSupportedNot reported
Open weightsSupportedSupportedNot reported

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