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| 3 models | minimaxMiniMax: MiniMax M2.7Remove × | zai-orgGLM-5.3Remove × | Briaremove_background_guidedRemove × |
|---|---|---|---|
| What’s different | MiniMax-M2.7 is a next-generation large language model designed for autonomous, real-world productivity and continuous improvement. Built to actively participate in its own evolution, M2.7 integrates… | Reuses the GLM-5.2 base with new post-training; exposes low, high and max reasoning effort, defaulting to max. | Prompt-guided background removal by Bria: tell it what to keep or what to remove and get a clean cutout with true transparency, at the original resolution with the original pixels untouched. Trained… |
| Date | Mar 18, 2026Listed | Aug 18, 2026Released | Oct 14, 2026Listed |
API prices USD · provider configuration shown below | |||
| Listed rate | $0.21 in / $0.84 out/ 1M tokensGMICloud · via OpenRouter · all routes ↗gmicloud/fp8 · quantization=fp8 | $0.075 in / $2.20 out/ 1M tokensRelace · via OpenRouter · all routes ↗relace | See provider quotes |
| Provider endpoints | 10 endpoints → | 59 endpoints → | 0 endpoints → |
Benchmarks Each result retains its evaluation configuration | |||
| AA Intelligence ↗4.3.2 | Not reported | 44.78 ↗Effort: max · MaxIndependent result | Not reported |
| AA-Briefcase ↗1.1 | Not reported | 1,506.86 ↗Effort: max · MaxIndependent result | Not reported |
| GDPval-AA ↗2.1 | Not reported | 1,650.31 ↗Effort: max · MaxIndependent result | Not reported |
| AutomationBench-AA ↗AA Index 4.3.2 collection | Not reported | 62.2% ↗Effort: max · MaxIndependent result | Not reported |
| Terminal-Bench 4.0 · AA ↗ | Not reported | 41.92% ↗Effort: max · MaxHarness unreportedIndependent result | Not reported |
| SciCode ↗AA Index 4.3.2 collection | Not reported | 59.03% ↗AA · Under reviewEffort: max · MaxIndependent result | Not reported |
| Humanity’s Last Exam ↗AA Index 4.3.2 collection | Not reported | 42.26% ↗Effort: max · MaxIndependent result | Not reported |
| GDP.pdf ↗AA Index 4.3.2 collection | Not reported | 11.2% ↗Effort: max · MaxIndependent result | Not reported |
| CritPt ↗AA Index 4.3.2 collection | Not reported | 19.14% ↗AA · Under reviewEffort: max · MaxIndependent result | Not reported |
| AA-Omniscience ↗AA Index 4.3.2 collection | Not reported | 14.3 ↗Effort: max · MaxIndependent result | Not reported |
| AA-LCR ↗1.1 | Not reported | 79.67% ↗Effort: max · MaxIndependent result | Not reported |
| LiveBench ↗2.0 · 2026-10-14 (dataset 2026-09-02) | Not reported | 60.74% ↗Effort: max · single run · equal mean of 7 suitesIndependent result | Not reported |
| LiveBench Design ↗2.0 · 2026-10-14 (dataset 2026-09-02) | Not reported | 77.3% ↗Effort: max · single runIndependent result | Not reported |
| LiveBench Research ↗2.0 · 2026-10-14 (dataset 2026-09-02) | Not reported | 73.2% ↗Effort: max · single runIndependent result | Not reported |
| LiveBench Browser Use ↗2.0 · 2026-10-14 (dataset 2026-09-02) | Not reported | 0% ↗Effort: max · single runIndependent result | Not reported |
| LiveBench Coding ↗2.0 · 2026-10-14 (dataset 2026-09-02) | Not reported | 82.8% ↗Effort: max · single runIndependent result | Not reported |
| LiveBench Agentic ↗2.0 · 2026-10-14 (dataset 2026-09-02) | Not reported | 35.9% ↗Effort: max · single runIndependent result | Not reported |
| LiveBench Data Analysis ↗2.0 · 2026-10-14 (dataset 2026-09-02) | Not reported | 70.2% ↗Effort: max · single runIndependent result | Not reported |
| LiveBench Reasoning ↗2.0 · 2026-10-14 (dataset 2026-09-02) | Not reported | 85.8% ↗Effort: max · single runIndependent result | Not reported |
Specifications | |||
| Context window | 204.8K | 1M | — |
| Max output | 131.1K | 943.7K | — |
| Parameters | — | — | — |
| Tool calling | Supported | Supported | Not reported |
| Structured output | Supported | Supported | Not reported |
| Reasoning | Supported | Supported | Not reported |
| Prompt caching | Supported | Supported | Not reported |
| Open weights | Supported | Supported | Not reported |