Muse Wonder vs MiniMax-M3.1-Flash
MiniMax-M3.1-Flash comes out ahead, 70 to 45 on our weighted score, and it is the cheaper option too.
Meta
Muse Wonder
45/100- ECI161.7
- Price$4.00 / $20.00
- Context1.05M
- Our pick
MiniMax
MiniMax-M3.1-Flash
70/100- ECI—
- Price$0.15 / $0.60
- Context1M
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Make it a three-way comparison.
MiniMax-M3.1-Flash is our pick
MiniMax-M3.1-Flash is the better all-round choice, scoring 70/100 against Muse Wonder (45). It leads on price. Muse Wonder wins on inputs & features. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.
- CapabilityNot enough dataNo independent benchmark covers every model here yet
- Lowest priceMiniMax-M3.1-FlashMiniMax-M3.1-Flash $0.263 · Muse Wonder $8.00 per 1M tokens (3:1 blend)
- Longest contextMuse WonderMuse Wonder 1,048,576 · MiniMax-M3.1-Flash 1,000,000 tokens
- Widest inputsMuse WonderMuse Wonder: Text, Images, PDFs, Audio, Video · MiniMax-M3.1-Flash: Text, Images, Video
- Self-hostingNo open weightsBoth are available only through APIs
| Measure | Weight | Muse Wonder | MiniMax-M3.1-Flash |
|---|---|---|---|
| Price | 50% | 7 | 74 |
| Inputs & features | 30% | 100 | 70 |
| Context window | 20% | 61 | 60 |
| Overall | 100% | 45/100 | 70/100 |
Left out because at least one model lacks the data: capability. The remaining weights were rescaled.
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | ||
|---|---|---|
| Capability | ||
| Capabilities Index (ECI) | 161.7 | — |
| ECI rank | #13 of 165 | — |
| FrontierMath Tiers 1–3Research-level mathematics | 82.1% | — |
| OTIS Mock AIME 2024–2025Competition mathematics | 99.4% | — |
| Price per million tokens | ||
| Input | $4.00 | $0.15 (best) |
| Output | $20.00 | $0.60 (best) |
| Cached input | $0.20 | $0.015 (best) |
| Blended (3:1) | $8.00 | $0.263 (best) |
| Long-context rate | Same rate | Same rate |
| Price source | Official Meta API | Official MiniMax (minimax.io) API |
| Limits | ||
| Context window | 1,048,576 tokens (best) | 1,000,000 tokens |
| Max output | 131,072 tokens | 512,000 tokens (best) |
| Inputs and features | ||
| Text | Yes | Yes |
| Images | Yes | Yes |
| PDFs | Yes | No |
| Audio | Yes | No |
| Video | Yes | Yes |
| Reasoning | Yesminimal · low · medium · high · xhigh · max | Yeslow · medium · high · xhigh · max |
| Tool calling | Yes | Yes |
| Structured output | Yes | No |
| Availability | ||
| Weights | Proprietary | Proprietary |
| API model ID | muse-wonder-1.0 | MiniMax-M3.1-Flash |
| API providers | 9 | 25 (best) |
| Released | Oct 12, 2026 | Oct 19, 2026 |
| Knowledge cutoff | — | — |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
Muse Wonder$80.00
MiniMax-M3.1-Flash$2.70
Which should you choose?
Which is better: Muse Wonder or MiniMax-M3.1-Flash?
MiniMax-M3.1-Flash is the better all-round choice, scoring 70/100 against Muse Wonder (45). It leads on price. Muse Wonder wins on inputs & features. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.
Which is cheaper, Muse Wonder or MiniMax-M3.1-Flash?
MiniMax-M3.1-Flash is cheaper at $0.15 input / $0.60 output per million tokens (official MiniMax (minimax.io) API price). Muse Wonder costs $4.00 input / $20.00 output per million tokens (official Meta API price). At a typical mix of three input tokens to one output token, that is $0.263 per million tokens for MiniMax-M3.1-Flash versus $8.00 for Muse Wonder (30× as much).
Which scores higher on benchmarks?
There is no independent benchmark that covers both models yet. Muse Wonder has an ECI of 161.7 and MiniMax-M3.1-Flash has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Muse Wonder and MiniMax-M3.1-Flash yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Both support tool calling for agent workflows.
Which has the bigger context window?
Muse Wonder has the largest context window at 1,048,576 tokens, against 1,000,000 for MiniMax-M3.1-Flash. Maximum output per response: Muse Wonder up to 131,072, MiniMax-M3.1-Flash up to 512,000 tokens.
Which can read images, PDFs, audio or video?
Muse Wonder accepts text, images, PDFs, audio and video; MiniMax-M3.1-Flash accepts text, images and video. Muse Wonder handles the widest range of inputs.
Are any of these open source?
No. Muse Wonder and MiniMax-M3.1-Flash are proprietary and only available through APIs and apps.
Which is newer?
MiniMax-M3.1-Flash is the newest, released Oct 19, 2026. Muse Wonder came out Oct 12, 2026.
How do you decide the winner?
Each model gets a 0–100 score on capability (50%, independent benchmark results); price (25%, blended price per million tokens (3 input : 1 output), log scale); inputs & features (15%, image, PDF, audio and video input, tool calling, structured output and reasoning); context window (10%, maximum tokens per request, log scale). Dimensions missing for any model are dropped and the remaining weights rescaled, so every model is judged on the same evidence. Specs and prices come from public model listings and the labs’ own API pages; capability scores come from independent benchmark runs. Data updated Nov 2, 2026.