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Comparison of MiniMax-M3, Thinking Machines: Inkling, Meta: Muse Spark Open
3 modelsMiniMaxAIMiniMax-M3Remove ×thinkingmachinesThinking Machines: InklingRemove ×metaMeta: Muse Spark OpenRemove ×
What’s differentMiniMax-M3 is a native multimodal model with 1M context. It has ~428B parameters and ~23B activated parameters.Inkling is an open-weight multimodal mixture-of-experts model from Thinking Machines Lab, with 41B active parameters out of 975B total. It is designed for general-purpose reasoning, coding, agentic and…OpenRouter lists a 1,048,576-token context and up to 943,718 output tokens for this open-weight model aimed at agentic coding.
DateJun 2, 2026ListedJul 15, 2026ReleasedOct 15, 2026Released
Listed rate$0.28 in / $1.10 out/ 1M tokensdeepinfra · via Hugging Face · all routes ↗$0.95 in / $4.05 out/ 1M tokensdeepinfra · via Hugging Face · all routes ↗$1.25 in / $4.25 out/ 1M tokensbaseten · via Hugging Face · all routes ↗
Provider endpoints7 endpoints →6 endpoints →8 endpoints →
AA Intelligence ↗4.3.2Not reported24.98 ↗Effort: xhigh · XhighIndependent result38.87 ↗Effort: xhigh · XhighIndependent result
AA-Briefcase ↗1.1Not reported832.43 ↗Effort: xhigh · XhighIndependent result1,279.37 ↗Effort: xhigh · XhighIndependent result
GDPval-AA ↗2.1Not reported1,076.19 ↗Effort: xhigh · XhighIndependent result1,401.12 ↗Effort: xhigh · XhighIndependent result
AutomationBench-AA ↗AA Index 4.3.2 collectionNot reported4.98% ↗Effort: xhigh · XhighIndependent result49.71% ↗Effort: xhigh · XhighIndependent result
Terminal-Bench 4.0 · AA ↗Not reported1.01% ↗Effort: xhigh · XhighHarness unreportedIndependent result8.08% ↗Effort: xhigh · XhighHarness unreportedIndependent result
SciCode ↗AA Index 4.3.2 collectionNot reported46.99% ↗AA · Under reviewEffort: xhigh · XhighIndependent result58.45% ↗AA · Under reviewEffort: xhigh · XhighIndependent result
Humanity’s Last Exam ↗AA Index 4.3.2 collectionNot reported31.88% ↗Effort: xhigh · XhighIndependent result43.88% ↗Effort: xhigh · XhighIndependent result
GDP.pdf ↗AA Index 4.3.2 collectionNot reported12.8% ↗Effort: xhigh · XhighIndependent result18.6% ↗Effort: xhigh · XhighIndependent result
CritPt ↗AA Index 4.3.2 collectionNot reported5.43% ↗AA · Under reviewEffort: xhigh · XhighIndependent result14.86% ↗AA · Under reviewEffort: xhigh · XhighIndependent result
AA-Omniscience ↗AA Index 4.3.2 collectionNot reported2 ↗Effort: xhigh · XhighIndependent result24.65 ↗Effort: xhigh · XhighIndependent result
AA-LCR ↗1.1Not reported77.33% ↗Effort: xhigh · XhighIndependent result78.33% ↗Effort: xhigh · XhighIndependent result
LiveBench ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reportedNot reported57.57% ↗Effort: max · single run · equal mean of 7 suitesIndependent result
LiveBench Design ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reportedNot reported60.3% ↗Effort: max · single runIndependent result
LiveBench Research ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reportedNot reported80.3% ↗Effort: max · single runIndependent result
LiveBench Browser Use ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reportedNot reported36% ↗Effort: max · single runIndependent result
LiveBench Coding ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reportedNot reported73.6% ↗Effort: max · single runIndependent result
LiveBench Agentic ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reportedNot reported18.9% ↗Effort: max · single runIndependent result
LiveBench Data Analysis ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reportedNot reported60.2% ↗Effort: max · single runIndependent result
LiveBench Reasoning ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reportedNot reported73.7% ↗Effort: max · single runIndependent result
Context window1M1M1M
Max output—471.9K943.7K
Parameters———
Tool callingSupportedSupportedSupported
Structured outputSupportedSupportedSupported
Image inputSupportedSupportedSupported
Audio inputNot reportedSupportedSupported
Video inputNot reportedNot reportedSupported
ReasoningNot reportedSupportedSupported
Prompt cachingNot reportedSupportedSupported
Open weightsSupportedSupportedSupported

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