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Comparison of GLM-5.3, Thinking Machines: Inkling
2 modelszai-orgGLM-5.3Remove ×thinkingmachinesThinking Machines: InklingRemove ×
What’s differentReuses the GLM-5.2 base with new post-training; exposes low, high and max reasoning effort, defaulting to max.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…
DateAug 18, 2026ReleasedJul 15, 2026Released
Listed rate$0.075 in / $2.20 out/ 1M tokensRelace · via OpenRouter · all routes ↗relace$0.95 in / $4.05 out/ 1M tokensdeepinfra · via Hugging Face · all routes ↗
Provider endpoints59 endpoints →6 endpoints →
AA Intelligence ↗4.3.244.78 ↗Effort: max · MaxIndependent result24.98 ↗Effort: xhigh · XhighIndependent result
AA-Briefcase ↗1.11,506.86 ↗Effort: max · MaxIndependent result832.43 ↗Effort: xhigh · XhighIndependent result
GDPval-AA ↗2.11,650.31 ↗Effort: max · MaxIndependent result1,076.19 ↗Effort: xhigh · XhighIndependent result
AutomationBench-AA ↗AA Index 4.3.2 collection62.2% ↗Effort: max · MaxIndependent result4.98% ↗Effort: xhigh · XhighIndependent result
Terminal-Bench 4.0 · AA ↗41.92% ↗Effort: max · MaxHarness unreportedIndependent result1.01% ↗Effort: xhigh · XhighHarness unreportedIndependent result
SciCode ↗AA Index 4.3.2 collection59.03% ↗AA · Under reviewEffort: max · MaxIndependent result46.99% ↗AA · Under reviewEffort: xhigh · XhighIndependent result
Humanity’s Last Exam ↗AA Index 4.3.2 collection42.26% ↗Effort: max · MaxIndependent result31.88% ↗Effort: xhigh · XhighIndependent result
GDP.pdf ↗AA Index 4.3.2 collection11.2% ↗Effort: max · MaxIndependent result12.8% ↗Effort: xhigh · XhighIndependent result
CritPt ↗AA Index 4.3.2 collection19.14% ↗AA · Under reviewEffort: max · MaxIndependent result5.43% ↗AA · Under reviewEffort: xhigh · XhighIndependent result
AA-Omniscience ↗AA Index 4.3.2 collection14.3 ↗Effort: max · MaxIndependent result2 ↗Effort: xhigh · XhighIndependent result
AA-LCR ↗1.179.67% ↗Effort: max · MaxIndependent result77.33% ↗Effort: xhigh · XhighIndependent result
LiveBench ↗2.0 · 2026-10-14 (dataset 2026-09-02)60.74% ↗Effort: max · single run · equal mean of 7 suitesIndependent resultNot reported
LiveBench Design ↗2.0 · 2026-10-14 (dataset 2026-09-02)77.3% ↗Effort: max · single runIndependent resultNot reported
LiveBench Research ↗2.0 · 2026-10-14 (dataset 2026-09-02)73.2% ↗Effort: max · single runIndependent resultNot reported
LiveBench Browser Use ↗2.0 · 2026-10-14 (dataset 2026-09-02)0% ↗Effort: max · single runIndependent resultNot reported
LiveBench Coding ↗2.0 · 2026-10-14 (dataset 2026-09-02)82.8% ↗Effort: max · single runIndependent resultNot reported
LiveBench Agentic ↗2.0 · 2026-10-14 (dataset 2026-09-02)35.9% ↗Effort: max · single runIndependent resultNot reported
LiveBench Data Analysis ↗2.0 · 2026-10-14 (dataset 2026-09-02)70.2% ↗Effort: max · single runIndependent resultNot reported
LiveBench Reasoning ↗2.0 · 2026-10-14 (dataset 2026-09-02)85.8% ↗Effort: max · single runIndependent resultNot reported
Context window1M1M
Max output943.7K471.9K
Parameters——
Tool callingSupportedSupported
Structured outputSupportedSupported
Image inputNot reportedSupported
Audio inputNot reportedSupported
ReasoningSupportedSupported
Prompt cachingSupportedSupported
Open weightsSupportedSupported

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