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| 3 models | MiniMaxAIMiniMax-M3Remove × | Briaremove_background_guidedRemove × | kreaKrea 3 EditRemove × |
|---|---|---|---|
| What’s different | MiniMax-M3 is a native multimodal model with 1M context. It has ~428B parameters and ~23B activated parameters. | 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… | Edits and combines reference images using text instructions, with optional prompt expansion, output-size controls, and reproducible generation through a seed. |
| Date | Jun 1, 2026Released | Oct 14, 2026Listed | Oct 14, 2026Listed |
API prices USD · provider configuration shown below | |||
| Listed rate | $0.28 in / $1.10 out/ 1M tokensdeepinfra · via Hugging Face · all routes ↗ | See provider quotes | $0.025/ megapixelfal · all routes ↗Output + reference images |
| Provider endpoints | 7 endpoints → | 0 endpoints → | 1 endpoint → |
Benchmarks Each result retains its evaluation configuration | |||
| AA Intelligence ↗4.3.2 | 29.22 ↗Effort not specifiedIndependent result | Not reported | Not reported |
| AA-Briefcase ↗1.1 | 1,090.37 ↗Effort not specifiedIndependent result | Not reported | Not reported |
| GDPval-AA ↗2.1 | 1,242.47 ↗Effort not specifiedIndependent result | Not reported | Not reported |
| AutomationBench-AA ↗AA Index 4.3.2 collection | 21.25% ↗Effort not specifiedIndependent result | Not reported | Not reported |
| Terminal-Bench 4.0 · AA ↗ | 2.02% ↗Effort not specifiedHarness unreportedIndependent result | Not reported | Not reported |
| SciCode ↗AA Index 4.3.2 collection | 47.11% ↗AA · Under reviewEffort not specifiedIndependent result | Not reported | Not reported |
| Humanity’s Last Exam ↗AA Index 4.3.2 collection | 38.97% ↗Effort not specifiedIndependent result | Not reported | Not reported |
| GDP.pdf ↗AA Index 4.3.2 collection | 9.8% ↗Effort not specifiedIndependent result | Not reported | Not reported |
| CritPt ↗AA Index 4.3.2 collection | 3.71% ↗AA · Under reviewEffort not specifiedIndependent result | Not reported | Not reported |
| AA-Omniscience ↗AA Index 4.3.2 collection | 1.35 ↗Effort not specifiedIndependent result | Not reported | Not reported |
| AA-LCR ↗1.1 | 83% ↗Effort not specifiedIndependent result | Not reported | Not reported |
Specifications | |||
| Context window | 1M | — | — |
| Max output | — | — | — |
| Parameters | — | — | — |
| Tool calling | Supported | Not reported | Not reported |
| Structured output | Supported | Not reported | Not reported |
| Image input | Supported | Not reported | Not reported |
| Reasoning | Supported | Not reported | Not reported |
| Open weights | Supported | Not reported | Not reported |