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| 3 models | zai-orgGLM-5.3-FlashRemove × | thinkingmachinesThinking Machines: InklingRemove × | anthropicAnthropic: Claude Opus 5.5Remove × |
|---|---|---|---|
| What’s different | 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… | 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… | Always-on adaptive thinking defaults to medium effort; built for sustained work across large codebases and professional documents. |
| Date | Aug 26, 2026Released | Jul 15, 2026Released | Sep 22, 2026Released |
API prices USD · provider configuration shown below | |||
| Listed rate | $0.0517 in / $0.12 out/ 1M tokensOpenInference · via OpenRouter · all routes ↗open-inference/fp4 · quantization=fp4 | $0.95 in / $4.05 out/ 1M tokensdeepinfra · via Hugging Face · all routes ↗ | $4.00 in / $20.00 out/ 1M tokensAmazon Bedrock · via OpenRouter · all routes ↗amazon-bedrock |
| Provider endpoints | 47 endpoints → | 6 endpoints → | 14 endpoints → |
Benchmarks Each result retains its evaluation configuration | |||
| AA Intelligence ↗4.3.2 | 41.81 ↗Effort: maxIndependent result | 24.98 ↗Effort: xhigh · XhighIndependent result | 57.62 ↗Effort: max · Max, Default FallbackIndependent result |
| AA-Briefcase ↗1.1 | 1,452.63 ↗Effort: maxIndependent result | 832.43 ↗Effort: xhigh · XhighIndependent result | 1,802.99 ↗Effort: max · Max, Default FallbackIndependent result |
| GDPval-AA ↗2.1 | 1,642.18 ↗Effort: maxIndependent result | 1,076.19 ↗Effort: xhigh · XhighIndependent result | 1,866.27 ↗Effort: max · Max, Default FallbackIndependent result |
| AutomationBench-AA ↗AA Index 4.3.2 collection | 60.37% ↗Effort: maxIndependent result | 4.98% ↗Effort: xhigh · XhighIndependent result | 69.54% ↗Effort: max · Max, Default FallbackIndependent result |
| Terminal-Bench 4.0 · AA ↗ | 32.83% ↗Effort: maxHarness unreportedIndependent result | 1.01% ↗Effort: xhigh · XhighHarness unreportedIndependent result | 59.6% ↗Effort: max · Max, Default FallbackHarness unreportedIndependent result |
| SciCode ↗AA Index 4.3.2 collection | 51.62% ↗AA · Under reviewEffort: maxIndependent result | 46.99% ↗AA · Under reviewEffort: xhigh · XhighIndependent result | 66.9% ↗AA · Under reviewEffort: max · Max, Default FallbackIndependent result |
| Humanity’s Last Exam ↗AA Index 4.3.2 collection | 39.85% ↗Effort: maxIndependent result | 31.88% ↗Effort: xhigh · XhighIndependent result | 61.35% ↗Effort: max · Max, Default FallbackIndependent result |
| GDP.pdf ↗AA Index 4.3.2 collection | 15.4% ↗Effort: maxIndependent result | 12.8% ↗Effort: xhigh · XhighIndependent result | 26.2% ↗Effort: max · Max, Default FallbackIndependent result |
| CritPt ↗AA Index 4.3.2 collection | 15.43% ↗AA · Under reviewEffort: maxIndependent result | 5.43% ↗AA · Under reviewEffort: xhigh · XhighIndependent result | 31.71% ↗AA · Under reviewEffort: max · Max, Default FallbackIndependent result |
| AA-Omniscience ↗AA Index 4.3.2 collection | 7.47 ↗Effort: maxIndependent result | 2 ↗Effort: xhigh · XhighIndependent result | 46.42 ↗Effort: max · Max, Default FallbackIndependent result |
| AA-LCR ↗1.1 | 80% ↗Effort: maxIndependent result | 77.33% ↗Effort: xhigh · XhighIndependent result | 84.67% ↗Effort: max · Max, Default FallbackIndependent result |
| LiveBench ↗2.0 · 2026-10-14 (dataset 2026-09-02) | 70.61% ↗Effort: max · single run · equal mean of 7 suitesIndependent result | Not reported | 86.53% ↗Effort: max · single run · equal mean of 7 suitesIndependent result |
| LiveBench Design ↗2.0 · 2026-10-14 (dataset 2026-09-02) | 77.2% ↗Effort: max · single runIndependent result | Not reported | 86.9% ↗Effort: max · single runIndependent result |
| LiveBench Research ↗2.0 · 2026-10-14 (dataset 2026-09-02) | 70.1% ↗Effort: max · single runIndependent result | Not reported | 85% ↗Effort: max · single runIndependent result |
| LiveBench Browser Use ↗2.0 · 2026-10-14 (dataset 2026-09-02) | 84% ↗Effort: max · single runIndependent result | Not reported | 80% ↗Effort: max · single runIndependent result |
| LiveBench Coding ↗2.0 · 2026-10-14 (dataset 2026-09-02) | 80.6% ↗Effort: max · single runIndependent result | Not reported | 96.3% ↗Effort: max · single runIndependent result |
| LiveBench Agentic ↗2.0 · 2026-10-14 (dataset 2026-09-02) | 28.4% ↗Effort: max · single runIndependent result | Not reported | 85% ↗Effort: max · single runIndependent result |
| LiveBench Data Analysis ↗2.0 · 2026-10-14 (dataset 2026-09-02) | 76.4% ↗Effort: max · single runIndependent result | Not reported | 80.3% ↗Effort: max · single runIndependent result |
| LiveBench Reasoning ↗2.0 · 2026-10-14 (dataset 2026-09-02) | 77.6% ↗Effort: max · single runIndependent result | Not reported | 92.2% ↗Effort: max · single runIndependent result |
Specifications | |||
| Context window | 1M | 1M | 1M |
| Max output | 943.7K | 471.9K | 128K |
| Parameters | — | — | — |
| Tool calling | Supported | Supported | Supported |
| Structured output | Supported | Supported | Supported |
| Image input | Supported | Supported | Supported |
| Audio input | Not reported | Supported | Not reported |
| Video input | Supported | Not reported | Not reported |
| Reasoning | Supported | Supported | Supported |
| Prompt caching | Supported | Supported | Supported |
| Open weights | Supported | Supported | Not reported |