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Comparison of Step-5-Preview, GLM-5.3-Flash
2 modelsstepfun-aiStep-5-PreviewRemove ×zai-orgGLM-5.3-FlashRemove ×
What’s different600B total and 27B active parameters; accepts images and video, with FP8 and BF16 weights for deployment.GLM-5.3-Flash is a native multimodal model from Z.ai. It is suited for efficient coding and long-horizon agent tasks. Its hybrid sparse and linear attention architecture maintains accurate long-context…
DateSep 18, 2026ReleasedAug 26, 2026Released
Listed rate$1.00 in / $2.70 out/ 1M tokensDeepInfra · all routes ↗$0.06 in / $1.60 out/ 1M tokensReka · via OpenRouter · all routes ↗reka
Provider endpoints6 endpoints →46 endpoints →
AA Intelligence ↗4.3.243.73 ↗Effort not specifiedIndependent result41.81 ↗Effort: maxIndependent result
AA-Briefcase ↗1.11,424.32 ↗Effort not specifiedIndependent result1,453 ↗Effort: maxIndependent result
GDPval-AA ↗2.11,586.63 ↗Effort not specifiedIndependent result1,642.18 ↗Effort: maxIndependent result
AutomationBench-AA ↗AA Index 4.3.2 collection50.96% ↗Effort not specifiedIndependent result60.37% ↗Effort: maxIndependent result
Terminal-Bench 4.0 · AA ↗33.33% ↗Effort not specifiedHarness unreportedIndependent result32.83% ↗Effort: maxHarness unreportedIndependent result
SciCode ↗AA Index 4.3.2 collection58.91% ↗AA · Under reviewEffort not specifiedIndependent result51.62% ↗AA · Under reviewEffort: maxIndependent result
Humanity’s Last Exam ↗AA Index 4.3.2 collection46.48% ↗Effort not specifiedIndependent result39.85% ↗Effort: maxIndependent result
GDP.pdf ↗AA Index 4.3.2 collection14.8% ↗Effort not specifiedIndependent result15.4% ↗Effort: maxIndependent result
CritPt ↗AA Index 4.3.2 collection20.86% ↗AA · Under reviewEffort not specifiedIndependent result15.43% ↗AA · Under reviewEffort: maxIndependent result
AA-Omniscience ↗AA Index 4.3.2 collection16.38 ↗Effort not specifiedIndependent result7.47 ↗Effort: maxIndependent result
AA-LCR ↗1.188.33% ↗Effort not specifiedIndependent result80% ↗Effort: maxIndependent result
LiveBench ↗2.0 · 2026-10-14 (dataset 2026-09-02)62.01% ↗Effort: max · single run · equal mean of 7 suitesIndependent result70.61% ↗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 result77.2% ↗Effort: max · single runIndependent result
LiveBench Research ↗2.0 · 2026-10-14 (dataset 2026-09-02)72.8% ↗Effort: max · single runIndependent result70.1% ↗Effort: max · single runIndependent result
LiveBench Browser Use ↗2.0 · 2026-10-14 (dataset 2026-09-02)24% ↗Effort: max · single runIndependent result84% ↗Effort: max · single runIndependent result
LiveBench Coding ↗2.0 · 2026-10-14 (dataset 2026-09-02)85.6% ↗Effort: max · single runIndependent result80.6% ↗Effort: max · single runIndependent result
LiveBench Agentic ↗2.0 · 2026-10-14 (dataset 2026-09-02)27.5% ↗Effort: max · single runIndependent result28.4% ↗Effort: max · single runIndependent result
LiveBench Data Analysis ↗2.0 · 2026-10-14 (dataset 2026-09-02)63.5% ↗Effort: max · single runIndependent result76.4% ↗Effort: max · single runIndependent result
LiveBench Reasoning ↗2.0 · 2026-10-14 (dataset 2026-09-02)83.8% ↗Effort: max · single runIndependent result77.6% ↗Effort: max · single runIndependent result
Context window1M1M
Max output64K943.7K
Parameters——
Tool callingSupportedSupported
Structured outputSupportedSupported
Image inputSupportedSupported
Video inputSupportedSupported
ReasoningSupportedSupported
Prompt cachingSupportedSupported
Open weightsSupportedSupported

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