MiniMax-M2.5-highspeed vs Motif 3 vs Seed 2.0 Code
Seed 2.0 Code comes out ahead, 57 to 44 and 41 on our weighted score, though Motif 3 is 8% cheaper per token.
MiniMaxMiniMax-M2.5-highspeed
41/100- ECI—
- Price$0.60 / $2.40
- Context205K
Motif Technologies
Motif 3
44/100- ECI—
- Price$0.50 / $2.00
- Context262K
- Our pick
ByteDance SeedSeed 2.0 Code
57/100- ECI—
- Price$0.475 / $2.37
- Context262K
Seed 2.0 Code is our pick
Seed 2.0 Code is the better all-round choice, scoring 57/100 against Motif 3 (44) and MiniMax-M2.5-highspeed (41). It leads on inputs & features. Motif 3 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 priceMotif 3Motif 3 $0.875 · Seed 2.0 Code $0.95 · MiniMax-M2.5-highspeed $1.05 per 1M tokens (3:1 blend)
- Longest contextMotif 3 and Seed 2.0 CodeMotif 3 262,144 · Seed 2.0 Code 262,144 · MiniMax-M2.5-highspeed 204,800 tokens
- Widest inputsSeed 2.0 CodeMiniMax-M2.5-highspeed: Text · Motif 3: Text · Seed 2.0 Code: Text, Images, Video
- Self-hostingMiniMax-M2.5-highspeed and Motif 3Publishes downloadable weights (MIT)
| Measure | Weight | MiniMax-M2.5-highspeed | Motif 3 | Seed 2.0 Code |
|---|---|---|---|---|
| Price | 50% | 49 | 53 | 51 |
| Inputs & features | 30% | 35 | 35 | 80 |
| Context window | 20% | 32 | 37 | 37 |
| Overall | 100% | 41/100 | 44/100 | 57/100 |
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 | MiniMax-M2.5-highspeedMiniMax | Motif 3Motif Technologies | Seed 2.0 CodeByteDance Seed |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | $0.60 | $0.50 | $0.475 (best) |
| Output | $2.40 | $2.00 (best) | $2.37 |
| Cached input | $0.06 (best) | — | $0.095 |
| Blended (3:1) | $1.05 | $0.875 (best) | $0.95 |
| Long-context rate | Same rate | Same rate | Over 32K: $0.712 / $3.56 |
| Price source | Official MiniMax (minimax.io) API | Median of 1 providers | Official Volcengine Ark API |
| Limits | |||
| Context window | 204,800 tokens | 262,144 tokens (best) | 262,144 tokens (best) |
| Max output | 131,072 tokens | 262,144 tokens (best) | 131,072 tokens |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | No | No | Yes |
| PDFs | No | No | No |
| Audio | No | No | No |
| Video | No | No | Yes |
| Reasoning | Yes | Yes | Yesminimal · low · medium · high · xhigh · max |
| Tool calling | Yes | Yes | Yes |
| Structured output | No | No | Yes |
| Availability | |||
| Weights | Open | OpenMIT | Proprietary |
| API model ID | MiniMax-M2.5-highspeed | — | doubao-seed-2-0-code-preview-260215 |
| API providers | 7 | 1 | 10 (best) |
| Released | Feb 13, 2026 | Aug 7, 2026 | Feb 14, 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.
- MiniMax-M2.5-highspeed$10.80
- Motif 3$9.00
- Seed 2.0 Code$9.50
Which should you choose?
Which is better: MiniMax-M2.5-highspeed, Motif 3 or Seed 2.0 Code?
Seed 2.0 Code is the better all-round choice, scoring 57/100 against Motif 3 (44) and MiniMax-M2.5-highspeed (41). It leads on inputs & features. Motif 3 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, MiniMax-M2.5-highspeed, Motif 3 or Seed 2.0 Code?
Motif 3 is cheaper at $0.50 input / $2.00 output per million tokens (median across 1 API provider). Seed 2.0 Code costs $0.475 input / $2.37 output per million tokens (official Volcengine Ark API price); MiniMax-M2.5-highspeed costs $0.60 input / $2.40 output per million tokens (official MiniMax (minimax.io) API price). At a typical mix of three input tokens to one output token, that is $0.875 per million tokens for Motif 3 versus $0.95 for Seed 2.0 Code (1.1× as much) and $1.05 for MiniMax-M2.5-highspeed (1.2× as much).
Which scores higher on benchmarks?
There is no independent benchmark that covers all three models yet. MiniMax-M2.5-highspeed has not been scored yet, Motif 3 has not been scored yet and Seed 2.0 Code has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for MiniMax-M2.5-highspeed, Motif 3 and Seed 2.0 Code 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?
Motif 3 and Seed 2.0 Code have the largest context windows (262,144 and 262,144 tokens), against 204,800 for MiniMax-M2.5-highspeed. Maximum output per response: MiniMax-M2.5-highspeed up to 131,072, Motif 3 up to 262,144, Seed 2.0 Code up to 131,072 tokens.
Which can read images, PDFs, audio or video?
MiniMax-M2.5-highspeed accepts text; Motif 3 accepts text; Seed 2.0 Code accepts text, images and video. Seed 2.0 Code handles the widest range of inputs.
Are any of these open source?
MiniMax-M2.5-highspeed and Motif 3 publishes its weights (MIT) and can be self-hosted; Seed 2.0 Code is proprietary.
Which is newer?
Motif 3 is the newest, released Aug 7, 2026. Seed 2.0 Code came out Feb 14, 2026; MiniMax-M2.5-highspeed came out Feb 13, 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 Oct 4, 2026.
