Gemini 3.1 Flash Lite vs MiMo-V2.5-Pro vs Seed 2.1 Pro
Gemini 3.1 Flash Lite comes out ahead, 73 to 54 and 50 on our weighted score.
- Our pick
GoogleGemini 3.1 Flash Lite
73/100- ECI—
- Price$0.25 / $1.50
- Context1.05M
XiaomiMiMo-V2.5-Pro
54/100- ECI—
- Price$0.435 / $0.87
- Context1.05M
ByteDance SeedSeed 2.1 Pro
50/100- ECI—
- Price$0.891 / $4.45
- Context256K
Gemini 3.1 Flash Lite is our pick
Gemini 3.1 Flash Lite is the better all-round choice, scoring 73/100 against MiMo-V2.5-Pro (54) and Seed 2.1 Pro (50). 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 priceMiMo-V2.5-ProMiMo-V2.5-Pro $0.544 · Gemini 3.1 Flash Lite $0.563 · Seed 2.1 Pro $1.78 per 1M tokens (3:1 blend)
- Longest contextGemini 3.1 Flash Lite and MiMo-V2.5-ProGemini 3.1 Flash Lite 1,048,576 · MiMo-V2.5-Pro 1,048,576 · Seed 2.1 Pro 256,000 tokens
- Widest inputsGemini 3.1 Flash LiteGemini 3.1 Flash Lite: Text, Images, PDFs, Audio, Video · MiMo-V2.5-Pro: Text · Seed 2.1 Pro: Text, Images, Video
- Self-hostingMiMo-V2.5-ProPublishes downloadable weights
| Measure | Weight | Gemini 3.1 Flash Lite | MiMo-V2.5-Pro | Seed 2.1 Pro |
|---|---|---|---|---|
| Price | 50% | 62 | 62 | 38 |
| Inputs & features | 30% | 100 | 35 | 80 |
| Context window | 20% | 61 | 61 | 36 |
| Overall | 100% | 73/100 | 54/100 | 50/100 |
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 | Gemini 3.1 Flash LiteGoogle | MiMo-V2.5-ProXiaomi | Seed 2.1 ProByteDance Seed |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | $0.25 (best) | $0.435 | $0.891 |
| Output | $1.50 | $0.87 (best) | $4.45 |
| Cached input | $0.025 | $0.0036 (best) | $0.178 |
| Blended (3:1) | $0.563 | $0.544 (best) | $1.78 |
| Long-context rate | Same rate | Same rate | Same rate |
| Price source | Official Google API | Official Xiaomi API | Official Volcengine Ark API |
| Limits | |||
| Context window | 1,048,576 tokens (best) | 1,048,576 tokens (best) | 256,000 tokens |
| Max output | 65,536 tokens | 131,072 tokens | 256,000 tokens (best) |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | Yes | No | Yes |
| PDFs | Yes | No | No |
| Audio | Yes | No | No |
| Video | Yes | No | Yes |
| Reasoning | Yesminimal · low · medium · high | Yes | Yesminimal · low · medium · high · xhigh · max |
| Tool calling | Yes | Yes | Yes |
| Structured output | Yes | No | Yes |
| Availability | |||
| Weights | Proprietary | Open | Proprietary |
| API model ID | gemini-3.1-flash-lite | mimo-v2.5-pro | doubao-seed-2-1-pro-260628 |
| API providers | 23 (best) | 20 | 2 |
| Released | May 7, 2026 | Apr 22, 2026 | Jun 23, 2026 |
| Knowledge cutoff | Jan 2025 | Dec 2024 | — |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
- Gemini 3.1 Flash Lite$5.50
- MiMo-V2.5-Pro$6.09
- Seed 2.1 Pro$17.81
Which should you choose?
Which is better: Gemini 3.1 Flash Lite, MiMo-V2.5-Pro or Seed 2.1 Pro?
Gemini 3.1 Flash Lite is the better all-round choice, scoring 73/100 against MiMo-V2.5-Pro (54) and Seed 2.1 Pro (50). 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, Gemini 3.1 Flash Lite, MiMo-V2.5-Pro or Seed 2.1 Pro?
MiMo-V2.5-Pro is cheaper at $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); Seed 2.1 Pro costs $0.891 input / $4.45 output per million tokens (official Volcengine Ark API price). At a typical mix of three input tokens to one output token, that is $0.544 per million tokens for MiMo-V2.5-Pro versus $0.563 for Gemini 3.1 Flash Lite (1× as much) and $1.78 for Seed 2.1 Pro (3.3× as much).
Which scores higher on benchmarks?
There is no independent benchmark that covers all three models yet. Gemini 3.1 Flash Lite has not been scored yet, MiMo-V2.5-Pro has not been scored yet and Seed 2.1 Pro has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Gemini 3.1 Flash Lite, MiMo-V2.5-Pro and Seed 2.1 Pro 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?
Gemini 3.1 Flash Lite and MiMo-V2.5-Pro have the largest context windows (1,048,576 and 1,048,576 tokens), against 256,000 for Seed 2.1 Pro. Maximum output per response: Gemini 3.1 Flash Lite up to 65,536, MiMo-V2.5-Pro up to 131,072, Seed 2.1 Pro up to 256,000 tokens.
Which can read images, PDFs, audio or video?
Gemini 3.1 Flash Lite accepts text, images, PDFs, audio and video; MiMo-V2.5-Pro accepts text; Seed 2.1 Pro accepts text, images and video. Gemini 3.1 Flash Lite handles the widest range of inputs.
Are any of these open source?
MiMo-V2.5-Pro publishes its weights and can be self-hosted; Gemini 3.1 Flash Lite and Seed 2.1 Pro is proprietary.
Which is newer?
Seed 2.1 Pro is the newest, released Jun 23, 2026. Gemini 3.1 Flash Lite came out May 7, 2026; MiMo-V2.5-Pro came out Apr 22, 2026. Knowledge cutoff: Gemini 3.1 Flash Lite Jan 2025, MiMo-V2.5-Pro Dec 2024.
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.
Related comparisons
- Gemini 3.1 Flash Lite vs Ornith 1.5 35B A3BDeepReinforce
- Gemini 3.1 Flash Lite vs Nemotron 3 Nano Omni 30B A3B ReasoningNVIDIA
- Gemini 3.1 Flash Lite vs Solar Pro 4Upstage
- MiMo-V2.5-Pro vs Nemotron 3 Nano Omni 30B A3B ReasoningNVIDIA
- MiMo-V2.5-Pro vs MiniMax-M2 HerMiniMax
- MiMo-V2.5-Pro vs Solar Pro 4Upstage
