Seed Character vs Gemma 4 12B IT vs MiMo-V2.5
MiMo-V2.5 comes out ahead, 79 to 75 and 75 on our weighted score, though Gemma 4 12B IT is 29% cheaper per token.
ByteDance SeedSeed Character
75/100- ECI—
- Price$0.119 / $0.297
- Context256K
GoogleGemma 4 12B IT
75/100- ECI—
- Price$0.075 / $0.275
- Context262K
- Our pick
XiaomiMiMo-V2.5
79/100- ECI—
- Price$0.14 / $0.28
- Context1.05M
MiMo-V2.5 is our pick
MiMo-V2.5 is the better all-round choice, scoring 79/100 against Seed Character (75) and Gemma 4 12B IT (75). It leads on context window. Gemma 4 12B IT wins on price. 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 priceGemma 4 12B ITGemma 4 12B IT $0.125 · Seed Character $0.163 · MiMo-V2.5 $0.175 per 1M tokens (3:1 blend)
- Longest contextMiMo-V2.5MiMo-V2.5 1,048,576 · Gemma 4 12B IT 262,144 · Seed Character 256,000 tokens
- Widest inputsMiMo-V2.5Seed Character: Text, Images, Video · Gemma 4 12B IT: Text, Images · MiMo-V2.5: Text, Images, Audio, Video
- Self-hostingGemma 4 12B IT and MiMo-V2.5Publishes downloadable weights
| Measure | Weight | Seed Character | Gemma 4 12B IT | MiMo-V2.5 |
|---|---|---|---|---|
| Price | 50% | 87 | 93 | 86 |
| Inputs & features | 30% | 80 | 70 | 80 |
| Context window | 20% | 36 | 37 | 61 |
| Overall | 100% | 75/100 | 75/100 | 79/100 |
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 | Seed CharacterByteDance Seed | Gemma 4 12B ITGoogle | MiMo-V2.5Xiaomi |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | $0.119 | $0.075 (best) | $0.14 |
| Output | $0.297 | $0.275 (best) | $0.28 |
| Cached input | $0.024 | — | $0.0028 (best) |
| Blended (3:1) | $0.163 | $0.125 (best) | $0.175 |
| Long-context rate | Over 32K: $0.178 / $0.891 | Same rate | Same rate |
| Price source | Official Volcengine Ark API | Median of 2 providers | Official Xiaomi API |
| Limits | |||
| Context window | 256,000 tokens | 262,144 tokens | 1,048,576 tokens (best) |
| Max output | 256,000 tokens (best) | 32,768 tokens | 131,072 tokens |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | Yes | Yes | Yes |
| PDFs | No | No | No |
| Audio | No | No | Yes |
| Video | Yes | No | Yes |
| Reasoning | Yesminimal · low · high | Yes | Yes |
| Tool calling | Yes | Yes | Yes |
| Structured output | Yes | Yes | No |
| Availability | |||
| Weights | Proprietary | Open | Open |
| API model ID | doubao-seed-character-260628 | — | mimo-v2.5 |
| API providers | 2 | 2 | 21 (best) |
| Released | Jun 23, 2026 | Jun 9, 2026 | Apr 22, 2026 |
| Knowledge cutoff | — | — | 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.
- Seed Character$1.78
- Gemma 4 12B IT$1.30
- MiMo-V2.5$1.96
Which should you choose?
Which is better: Seed Character, Gemma 4 12B IT or MiMo-V2.5?
MiMo-V2.5 is the better all-round choice, scoring 79/100 against Seed Character (75) and Gemma 4 12B IT (75). It leads on context window. Gemma 4 12B IT wins on price. 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, Seed Character, Gemma 4 12B IT or MiMo-V2.5?
Gemma 4 12B IT is cheaper at $0.075 input / $0.275 output per million tokens (median across 2 API providers). Seed Character costs $0.119 input / $0.297 output per million tokens (official Volcengine Ark API price); MiMo-V2.5 costs $0.14 input / $0.28 output per million tokens (official Xiaomi API price). At a typical mix of three input tokens to one output token, that is $0.125 per million tokens for Gemma 4 12B IT versus $0.163 for Seed Character (1.3× as much) and $0.175 for MiMo-V2.5 (1.4× as much).
Which scores higher on benchmarks?
There is no independent benchmark that covers all three models yet. Seed Character has not been scored yet, Gemma 4 12B IT has not been scored yet and MiMo-V2.5 has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Seed Character, Gemma 4 12B IT and MiMo-V2.5 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-V2.5 has the largest context window at 1,048,576 tokens, against 262,144 for Gemma 4 12B IT and 256,000 for Seed Character. Maximum output per response: Seed Character up to 256,000, Gemma 4 12B IT up to 32,768, MiMo-V2.5 up to 131,072 tokens.
Which can read images, PDFs, audio or video?
Seed Character accepts text, images and video; Gemma 4 12B IT accepts text and images; MiMo-V2.5 accepts text, images, audio and video. MiMo-V2.5 handles the widest range of inputs.
Are any of these open source?
Gemma 4 12B IT and MiMo-V2.5 publishes its weights and can be self-hosted; Seed Character is proprietary.
Which is newer?
Seed Character is the newest, released Jun 23, 2026. Gemma 4 12B IT came out Jun 9, 2026; MiMo-V2.5 came out Apr 22, 2026. Knowledge cutoff: MiMo-V2.5 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.
