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Comparison of GLM-5.3, Moondream: Moondream 3 Preview, Meta: Muse Spark Open
3 modelszai-orgGLM-5.3Remove ×moondreamMoondream: Moondream 3 PreviewRemove ×metaMeta: Muse Spark OpenRemove ×
What’s differentReuses the GLM-5.2 base with new post-training; exposes low, high and max reasoning effort, defaulting to max.Moondream 3 Preview is a vision-language model from Moondream with 9B total parameters and 2B active (mixture-of-experts). It handles visual question answering, captioning, OCR, and visual reasoning over…OpenRouter lists a 1,048,576-token context and up to 943,718 output tokens for this open-weight model aimed at agentic coding.
DateAug 18, 2026ReleasedOct 15, 2026ListedOct 15, 2026Released
Listed rate$0.079 in / $1.40 out/ 1M tokensWafer · via OpenRouter · all routes ↗wafer/us · quantization=fp4$0.30 in / $2.50 out/ 1M tokensPrimeIntellect · via OpenRouter · all routes ↗primeintellect/fp8 · quantization=fp8$1.25 in / $4.25 out/ 1M tokensbaseten · via Hugging Face · all routes ↗
Provider endpoints60 endpoints →2 endpoints →8 endpoints →
AA Intelligence ↗4.3.244.78 ↗Effort: max · MaxIndependent resultNot reported38.87 ↗Effort: xhigh · XhighIndependent result
AA-Briefcase ↗1.11,506.86 ↗Effort: max · MaxIndependent resultNot reported1,279.37 ↗Effort: xhigh · XhighIndependent result
GDPval-AA ↗2.11,650.31 ↗Effort: max · MaxIndependent resultNot reported1,401.12 ↗Effort: xhigh · XhighIndependent result
AutomationBench-AA ↗AA Index 4.3.2 collection62.2% ↗Effort: max · MaxIndependent resultNot reported49.71% ↗Effort: xhigh · XhighIndependent result
Terminal-Bench 4.0 · AA ↗41.92% ↗Effort: max · MaxHarness unreportedIndependent resultNot reported8.08% ↗Effort: xhigh · XhighHarness unreportedIndependent result
SciCode ↗AA Index 4.3.2 collection59.03% ↗AA · Under reviewEffort: max · MaxIndependent resultNot reported58.45% ↗AA · Under reviewEffort: xhigh · XhighIndependent result
Humanity’s Last Exam ↗AA Index 4.3.2 collection42.26% ↗Effort: max · MaxIndependent resultNot reported43.88% ↗Effort: xhigh · XhighIndependent result
GDP.pdf ↗AA Index 4.3.2 collection11.2% ↗Effort: max · MaxIndependent resultNot reported18.6% ↗Effort: xhigh · XhighIndependent result
CritPt ↗AA Index 4.3.2 collection19.14% ↗AA · Under reviewEffort: max · MaxIndependent resultNot reported14.86% ↗AA · Under reviewEffort: xhigh · XhighIndependent result
AA-Omniscience ↗AA Index 4.3.2 collection14.3 ↗Effort: max · MaxIndependent resultNot reported24.65 ↗Effort: xhigh · XhighIndependent result
AA-LCR ↗1.179.67% ↗Effort: max · MaxIndependent resultNot reported78.33% ↗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 reported57.57% ↗Effort: max · single run · equal mean of 7 suitesIndependent result
LiveBench Design ↗2.0 · 2026-10-14 (dataset 2026-09-02)77.3% ↗Effort: max · single runIndependent resultNot reported60.3% ↗Effort: max · single runIndependent result
LiveBench Research ↗2.0 · 2026-10-14 (dataset 2026-09-02)73.2% ↗Effort: max · single runIndependent resultNot reported80.3% ↗Effort: max · single runIndependent result
LiveBench Browser Use ↗2.0 · 2026-10-14 (dataset 2026-09-02)0% ↗Effort: max · single runIndependent resultNot reported36% ↗Effort: max · single runIndependent result
LiveBench Coding ↗2.0 · 2026-10-14 (dataset 2026-09-02)82.8% ↗Effort: max · single runIndependent resultNot reported73.6% ↗Effort: max · single runIndependent result
LiveBench Agentic ↗2.0 · 2026-10-14 (dataset 2026-09-02)35.9% ↗Effort: max · single runIndependent resultNot reported18.9% ↗Effort: max · single runIndependent result
LiveBench Data Analysis ↗2.0 · 2026-10-14 (dataset 2026-09-02)70.2% ↗Effort: max · single runIndependent resultNot reported60.2% ↗Effort: max · single runIndependent result
LiveBench Reasoning ↗2.0 · 2026-10-14 (dataset 2026-09-02)85.8% ↗Effort: max · single runIndependent resultNot reported73.7% ↗Effort: max · single runIndependent result
Context window1M32K1M
Max output943.7K4.1K943.7K
Parameters———
Tool callingSupportedNot reportedSupported
Structured outputSupportedNot reportedSupported
Image inputNot reportedSupportedSupported
Audio inputNot reportedNot reportedSupported
Video inputNot reportedNot reportedSupported
ReasoningSupportedSupportedSupported
Prompt cachingSupportedNot reportedSupported
Open weightsSupportedSupportedSupported

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