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Comparison of Step-5-Preview, Tripo3D Segment, Meta: Muse Spark Open
3 modelsstepfun-aiStep-5-PreviewRemove ×tripo3dTripo3D SegmentRemove ×metaMeta: Muse Spark OpenRemove ×
What’s different600B total and 27B active parameters; accepts images and video, with FP8 and BF16 weights for deployment.Automatically splits a 3D model into semantic parts for editing, texturing, and rigging.OpenRouter lists a 1,048,576-token context and up to 943,718 output tokens for this open-weight model aimed at agentic coding.
DateSep 18, 2026ReleasedAug 6, 2026ListedOct 15, 2026Released
Listed rate$1.00 in / $2.70 out/ 1M tokensDeepInfra · all routes ↗See provider quotes$1.25 in / $4.25 out/ 1M tokensbaseten · via Hugging Face · all routes ↗
Provider endpoints6 endpoints →0 endpoints →8 endpoints →
AA Intelligence ↗4.3.243.73 ↗Effort not specifiedIndependent resultNot reported38.87 ↗Effort: xhigh · XhighIndependent result
AA-Briefcase ↗1.11,424.32 ↗Effort not specifiedIndependent resultNot reported1,279.37 ↗Effort: xhigh · XhighIndependent result
GDPval-AA ↗2.11,586.63 ↗Effort not specifiedIndependent resultNot reported1,401.12 ↗Effort: xhigh · XhighIndependent result
AutomationBench-AA ↗AA Index 4.3.2 collection50.96% ↗Effort not specifiedIndependent resultNot reported49.71% ↗Effort: xhigh · XhighIndependent result
Terminal-Bench 4.0 · AA ↗33.33% ↗Effort not specifiedHarness unreportedIndependent resultNot reported8.08% ↗Effort: xhigh · XhighHarness unreportedIndependent result
SciCode ↗AA Index 4.3.2 collection58.91% ↗AA · Under reviewEffort not specifiedIndependent resultNot reported58.45% ↗AA · Under reviewEffort: xhigh · XhighIndependent result
Humanity’s Last Exam ↗AA Index 4.3.2 collection46.48% ↗Effort not specifiedIndependent resultNot reported43.88% ↗Effort: xhigh · XhighIndependent result
GDP.pdf ↗AA Index 4.3.2 collection14.8% ↗Effort not specifiedIndependent resultNot reported18.6% ↗Effort: xhigh · XhighIndependent result
CritPt ↗AA Index 4.3.2 collection20.86% ↗AA · Under reviewEffort not specifiedIndependent resultNot reported14.86% ↗AA · Under reviewEffort: xhigh · XhighIndependent result
AA-Omniscience ↗AA Index 4.3.2 collection16.38 ↗Effort not specifiedIndependent resultNot reported24.65 ↗Effort: xhigh · XhighIndependent result
AA-LCR ↗1.188.33% ↗Effort not specifiedIndependent resultNot reported78.33% ↗Effort: xhigh · XhighIndependent result
LiveBench ↗2.0 · 2026-10-14 (dataset 2026-09-02)62.01% ↗Effort: max · single run · equal mean of 7 suitesIndependent resultNot reported57.57% ↗Effort: max · single run · equal mean of 7 suitesIndependent result
LiveBench Design ↗2.0 · 2026-10-14 (dataset 2026-09-02)76.9% ↗Effort: max · single runIndependent resultNot reported60.3% ↗Effort: max · single runIndependent result
LiveBench Research ↗2.0 · 2026-10-14 (dataset 2026-09-02)72.8% ↗Effort: max · single runIndependent resultNot reported80.3% ↗Effort: max · single runIndependent result
LiveBench Browser Use ↗2.0 · 2026-10-14 (dataset 2026-09-02)24% ↗Effort: max · single runIndependent resultNot reported36% ↗Effort: max · single runIndependent result
LiveBench Coding ↗2.0 · 2026-10-14 (dataset 2026-09-02)85.6% ↗Effort: max · single runIndependent resultNot reported73.6% ↗Effort: max · single runIndependent result
LiveBench Agentic ↗2.0 · 2026-10-14 (dataset 2026-09-02)27.5% ↗Effort: max · single runIndependent resultNot reported18.9% ↗Effort: max · single runIndependent result
LiveBench Data Analysis ↗2.0 · 2026-10-14 (dataset 2026-09-02)63.5% ↗Effort: max · single runIndependent resultNot reported60.2% ↗Effort: max · single runIndependent result
LiveBench Reasoning ↗2.0 · 2026-10-14 (dataset 2026-09-02)83.8% ↗Effort: max · single runIndependent resultNot reported73.7% ↗Effort: max · single runIndependent result
Context window1M—1M
Max output64K—943.7K
Parameters———
Tool callingSupportedNot reportedSupported
Structured outputSupportedNot reportedSupported
Image inputSupportedNot reportedSupported
Audio inputNot reportedNot reportedSupported
Video inputSupportedNot reportedSupported
ReasoningSupportedNot reportedSupported
Prompt cachingSupportedNot reportedSupported
Open weightsSupportedNot reportedSupported

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