RISE
MiniMax-M2.7 64.3% leads since May 2026 Agents answer real questions from human experts that need multi-step search and interaction with information-dense web pages. MiniMax has not published the scoring method.
In-house MiniMax benchmark, and the tasks are not released.
- Made by
- MiniMax
- Released
- February 2026
- Kind
- Deep research
- Level
- Expert
- Scored
- Checked automatically
- Answers
- Short answer
- Tasks
- Kept private
- Last in a launch post
- February 2026, dropped before it saturated
- Last model added
- May 2026
MiniMax-M2.7 leads with 64.3%
Best score per model as labs report them in their own cards. Labs pick their own settings, so these compare less cleanly than independent runs.
- 1 MiniMax-M2.7 64.3%
- 2 MiniMax-M2.5 50.2%
Source: Labs’ model cards
| # | Model | Score | Setting | Date | Source |
|---|---|---|---|---|---|
| 1 | MiniMax-M2.7 | 64.3% | May 2026 | Lab model card | |
| 2 | MiniMax-M2.5 | 50.2% | Feb 2026 | Lab model card |
2 models have held number one in labs’ own numbers since its release in February 2026
Lab claims count from the day the card came out, independent runs from the model’s release.
Source: Labs’ model cards
Scores over time
All the scores we have, one dot each, so a model tested at several settings appears more than once.
Source: Labs’ model cards
Labs headline it less often now, last in February 2026
Launch posts from every lab that has listed it, one tick per post. Tall colored ticks include it, and short gray ones leave it out.
| Date | Launch post | Score | As the post writes it |
|---|---|---|---|
| Feb 12, 2026 | MiniMax-M2.5 | 50.2 | RISE |
2 system cards report it, from 1 lab
Besides launch posts, we read the system cards, model cards and technical reports labs publish with a release. They report far more, including safety and frontier-risk tests.
| Date | Document | Score | As the document writes it | Section |
|---|---|---|---|---|
| May 26, 2026 | MiniMax-M2.7 technical report | 64.3 | RISE, WebExplorer framework with Playwright browser (internal) (Table 4) | Capabilities |
| May 26, 2026 | MiniMax-M2.5 technical report | 50.2 | RISE, WebExplorer framework with Playwright browser (internal) (Table 4) | Capabilities |
More in Tool use
- AutomationBench In use Agent completes end-to-end business workflows inside a simulated company exposing dozens of REST APIs. Graded on resulting state.
Gemini 4 Carbon 53.9% - MCP Atlas In use Multi-step workflows over real MCP servers. Scores tool-use competency on realistic tasks. Gemini 4 Argon 90.7%
- BFCL V4 In use Models call functions and tools, including multi-turn agentic tasks with web search and memory. Checked against expected calls and outcomes.
Qwen3.7-Max 75% - τ³-bench Banking In use Agents act as banking customer-service reps over many turns with a simulated user, following policy. Pass^1 on the final database state. Qwen 3.8 Max 55.1%
- Toolathlon-Verified In use 108 long-horizon tasks across 32 apps through about 600 MCP tools. Execution-based checkers inspect final environment state. GLM-5.3-Flash 78.4%
- DeepSearchQA In use Questions that need multi-step search and synthesis. Final answers graded against references. Kimi K3 95%