Core Conclusion
MiniMax is forging a different product route from DeepSeek, Kimi, and GLM: focusing on Office agent capabilities for office scenarios. M2.7 scored 1514 in GDPval-AA evaluation (ranking fourth), but the upcoming M3 version for the first time demonstrated Office Agent capabilities preview, targeting high-frequency office scenarios such as document processing, PPT generation, and data analysis.
M2.7’s Benchmark Performance
In GDPval-AA (real-world agentic work evaluation), the latest ranking of China’s leading open-source models:
| Model | GDPval-AA Score | Multimodal | Code | Strength Scenarios |
|---|---|---|---|---|
| Xiaomi MiMo-V2.5-Pro | 1578 | Medium | Medium-High | Agentic workflows |
| DeepSeek V4 Pro | 1554 | High | High | Balanced across scenarios |
| GLM 5.1 | 1535 | High | High | Tool calling + Chinese |
| MiniMax M2.7 | 1514 | High | Medium | Multimodal generation |
| Kimi K2.6 | 1484 | Medium | Extremely High | Code generation |
M2.7’s GDPval-AA score is not the highest, but it has a unique advantage: multimodal generation capability is leading among Chinese open-source models. This lays the technical foundation for M3’s Office Agent route.
M3’s New Direction: Office Agent
Based on early May information, the M3 version for the first time demonstrated Office Agent capabilities preview, specifically including:
| Office Scenario | Capability Description | Competitor Comparison |
|---|---|---|
| PPT Generation | Automatically generates presentations from topics (content + layout + images) | Claude Design can generate design drafts but doesn’t directly output PPT files |
| Document Processing | Word document content understanding, format adjustment, summary generation | Google Gemini has Docs integration but weak Chinese support |
| Data Analysis | Excel spreadsheet data analysis, chart generation, trend interpretation | OpenAI has Code Interpreter but doesn’t support Chinese office scenarios |
| Meeting Assistant | Meeting recording transcription → minutes generation → to-do extraction | Kimi has long text processing but doesn’t directly generate office documents |
Key Differentiation: MiniMax’s Office Agent is not simply “AI + Office”, but embedding multimodal generation capabilities directly into the creation and editing workflow of office documents. Users don’t need to switch tools — AI works right within the document.
May 2026 AI Model Release War
May 2026 is a “super release month” for AI models, with each company’s release plans:
| Time | Company | Release Content | Positioning |
|---|---|---|---|
| Early May | Anthropic | Developer Conference + Sonnet 4.8 | Enterprise AI agents |
| Mid May | I/O ‘26 + Gemini 3.2 Flash | Personal AI work layer | |
| May | OpenAI | GPT 5.6 | General capability upgrade |
| May | MiniMax | M3 + Office Agent | Office scenario agents |
MiniMax’s choice to release Office Agent preview at this time point is clear: while giants compete for “general AI” and “developer AI”, MiniMax is seizing the “office AI” niche.
Landscape Assessment
Chinese model competition is shifting from “benchmark score wars” to “scenario differentiation.” Previously, companies were competing on general benchmarks like SWE-bench and MMLU, but now the gap between leading models in general capabilities has narrowed to within 6% (GDPval-AA highest 1578 vs lowest 1484).
The next competitive dimensions will be:
- Scenario specialization: Who does better in specific scenarios (office, code, healthcare, legal)
- Ecosystem integration: Who better embeds into users’ existing workflows
- Cost efficiency: Who offers lower API prices and faster inference at equal capabilities
MiniMax’s Office Agent route is a typical case of the first dimension.
Action Recommendations
| Role | Recommendation |
|---|---|
| Office Scenario Users | If your core needs are PPT generation, document processing, and data analysis, MiniMax M3 deserves close attention. Do A/B testing after the official release |
| Developers | M2.7’s multimodal capabilities are already available via API, suitable for applications needing Chinese + multimodal generation |
| Investors | Watch MiniMax’s commercialization path. Office Agent is one of the AI capabilities closest to paid scenarios (enterprise office has strong willingness to pay) |