MiMo-V2-Pro vs MiniMax-M2 Her vs Gemini 3.1 Flash Lite
Gemini 3.1 Flash Lite comes out ahead, 73 to 54 and 45 on our weighted score, though MiniMax-M2 Her is 7% cheaper per token.
XiaomiMiMo-V2-Pro
54/100- ECI—
- Price$0.435 / $0.87
- Context1.05M
MiniMaxMiniMax-M2 Her
45/100- ECI—
- Price$0.30 / $1.20
- Context66K
- Our pick
GoogleGemini 3.1 Flash Lite
73/100- ECI—
- Price$0.25 / $1.50
- Context1.05M
Gemini 3.1 Flash Lite is our pick
Gemini 3.1 Flash Lite is the better all-round choice, scoring 73/100 against MiMo-V2-Pro (54) and MiniMax-M2 Her (45). It leads 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-M2 HerMiniMax-M2 Her $0.525 · MiMo-V2-Pro $0.544 · Gemini 3.1 Flash Lite $0.563 per 1M tokens (3:1 blend)
- Longest contextMiMo-V2-Pro and Gemini 3.1 Flash LiteMiMo-V2-Pro 1,048,576 · Gemini 3.1 Flash Lite 1,048,576 · MiniMax-M2 Her 65,536 tokens
- Widest inputsGemini 3.1 Flash LiteMiMo-V2-Pro: Text · MiniMax-M2 Her: Text · Gemini 3.1 Flash Lite: Text, Images, PDFs, Audio, Video
- Self-hostingNo open weightsAll three are available only through APIs
| Measure | Weight | MiMo-V2-Pro | MiniMax-M2 Her | Gemini 3.1 Flash Lite |
|---|---|---|---|---|
| Price | 50% | 62 | 63 | 62 |
| Inputs & features | 30% | 35 | 35 | 100 |
| Context window | 20% | 61 | 12 | 61 |
| Overall | 100% | 54/100 | 45/100 | 73/100 |
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 | MiMo-V2-ProXiaomi | MiniMax-M2 HerMiniMax | Gemini 3.1 Flash LiteGoogle |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | $0.435 | $0.30 | $0.25 (best) |
| Output | $0.87 (best) | $1.20 | $1.50 |
| Cached input | $0.0036 (best) | — | $0.025 |
| Blended (3:1) | $0.544 | $0.525 (best) | $0.563 |
| Long-context rate | Same rate | Same rate | Same rate |
| Price source | Official Xiaomi API | Median of 4 providers | Official Google API |
| Limits | |||
| Context window | 1,048,576 tokens (best) | 65,536 tokens | 1,048,576 tokens (best) |
| Max output | 131,072 tokens (best) | 2,048 tokens | 65,536 tokens |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | No | No | Yes |
| PDFs | No | No | Yes |
| Audio | No | No | Yes |
| Video | No | No | Yes |
| Reasoning | Yes | Yes | Yesminimal · low · medium · high |
| Tool calling | Yes | Yes | Yes |
| Structured output | No | No | Yes |
| Availability | |||
| Weights | Proprietary | Proprietary | Proprietary |
| API model ID | mimo-v2-pro | — | gemini-3.1-flash-lite |
| API providers | 4 | 4 | 23 (best) |
| Released | Mar 18, 2026 | Jan 23, 2026 | May 7, 2026 |
| Knowledge cutoff | Dec 2024 | — | Jan 2025 |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
- MiMo-V2-Pro$6.09
- MiniMax-M2 Her$5.40
- Gemini 3.1 Flash Lite$5.50
Which should you choose?
Which is better: MiMo-V2-Pro, MiniMax-M2 Her or Gemini 3.1 Flash Lite?
Gemini 3.1 Flash Lite is the better all-round choice, scoring 73/100 against MiMo-V2-Pro (54) and MiniMax-M2 Her (45). It leads 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, MiMo-V2-Pro, MiniMax-M2 Her or Gemini 3.1 Flash Lite?
MiniMax-M2 Her is cheaper at $0.30 input / $1.20 output per million tokens (median across 4 API providers). MiMo-V2-Pro costs $0.435 input / $0.87 output per million tokens (official Xiaomi API price); Gemini 3.1 Flash Lite costs $0.25 input / $1.50 output per million tokens (official Google API price). At a typical mix of three input tokens to one output token, that is $0.525 per million tokens for MiniMax-M2 Her versus $0.544 for MiMo-V2-Pro (1× as much) and $0.563 for Gemini 3.1 Flash Lite (1.1× as much).
Which scores higher on benchmarks?
There is no independent benchmark that covers all three models yet. MiMo-V2-Pro has not been scored yet, MiniMax-M2 Her has not been scored yet and Gemini 3.1 Flash Lite has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for MiMo-V2-Pro, MiniMax-M2 Her and Gemini 3.1 Flash Lite yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. All three support tool calling for agent workflows.
Which has the bigger context window?
MiMo-V2-Pro and Gemini 3.1 Flash Lite have the largest context windows (1,048,576 and 1,048,576 tokens), against 65,536 for MiniMax-M2 Her. Maximum output per response: MiMo-V2-Pro up to 131,072, MiniMax-M2 Her up to 2,048, Gemini 3.1 Flash Lite up to 65,536 tokens.
Which can read images, PDFs, audio or video?
MiMo-V2-Pro accepts text; MiniMax-M2 Her accepts text; Gemini 3.1 Flash Lite accepts text, images, PDFs, audio and video. Gemini 3.1 Flash Lite handles the widest range of inputs.
Are any of these open source?
No. MiMo-V2-Pro, MiniMax-M2 Her and Gemini 3.1 Flash Lite are proprietary and only available through APIs and apps.
Which is newer?
Gemini 3.1 Flash Lite is the newest, released May 7, 2026. MiMo-V2-Pro came out Mar 18, 2026; MiniMax-M2 Her came out Jan 23, 2026. Knowledge cutoff: MiMo-V2-Pro Dec 2024, Gemini 3.1 Flash Lite Jan 2025.
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 Oct 4, 2026.
