DeepSeek OCR 2 vs MiniMax-M2.5-highspeed vs Motif 3
Too close to call on our weighted score (Motif 3 44, MiniMax-M2.5-highspeed 41, DeepSeek OCR 2 32). The right pick depends on what you value most.
DeepSeekDeepSeek OCR 2
32/100- ECI—
- Price$0.89 / $1.47
- Context8K
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
Too close to call
It is close. Our weighted score puts them within 3 points (Motif 3 44/100, MiniMax-M2.5-highspeed 41/100, DeepSeek OCR 2 32/100), so choose by what matters most for your work: Motif 3 on price and Motif 3 for long inputs. 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 · DeepSeek OCR 2 $1.03 · MiniMax-M2.5-highspeed $1.05 per 1M tokens (3:1 blend)
- Longest contextMotif 3Motif 3 262,144 · MiniMax-M2.5-highspeed 204,800 · DeepSeek OCR 2 8,192 tokens
- Widest inputsDeepSeek OCR 2DeepSeek OCR 2: Text, Images · MiniMax-M2.5-highspeed: Text · Motif 3: Text
- Self-hostingAll open weightsEvery model here can be downloaded and run on your own hardware
| Measure | Weight | DeepSeek OCR 2 | MiniMax-M2.5-highspeed | Motif 3 |
|---|---|---|---|---|
| Price | 50% | 49 | 49 | 53 |
| Inputs & features | 30% | 25 | 35 | 35 |
| Context window | 20% | 0 | 32 | 37 |
| Overall | 100% | 32/100 | 41/100 | 44/100 |
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 | DeepSeek OCR 2DeepSeek | MiniMax-M2.5-highspeedMiniMax | Motif 3Motif Technologies |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | $0.89 | $0.60 | $0.50 (best) |
| Output | $1.47 (best) | $2.40 | $2.00 |
| Cached input | — | $0.06 | — |
| Blended (3:1) | $1.03 | $1.05 | $0.875 (best) |
| Long-context rate | Same rate | Same rate | Same rate |
| Price source | Median of 1 providers | Official MiniMax (minimax.io) API | Median of 1 providers |
| Limits | |||
| Context window | 8,192 tokens | 204,800 tokens | 262,144 tokens (best) |
| Max output | 8,192 tokens | 131,072 tokens | 262,144 tokens (best) |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | Yes | No | No |
| PDFs | No | No | No |
| Audio | No | No | No |
| Video | No | No | No |
| Reasoning | No | Yes | Yes |
| Tool calling | No | Yes | Yes |
| Structured output | No | No | No |
| Availability | |||
| Weights | Open | Open | OpenMIT |
| API model ID | — | MiniMax-M2.5-highspeed | — |
| API providers | 2 | 7 (best) | 1 |
| Released | Jan 27, 2026 | Feb 13, 2026 | Aug 7, 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.
- DeepSeek OCR 2$11.83
- MiniMax-M2.5-highspeed$10.80
- Motif 3$9.00
Which should you choose?
Which is better: DeepSeek OCR 2, MiniMax-M2.5-highspeed or Motif 3?
It is close. Our weighted score puts them within 3 points (Motif 3 44/100, MiniMax-M2.5-highspeed 41/100, DeepSeek OCR 2 32/100), so choose by what matters most for your work: Motif 3 on price and Motif 3 for long inputs. 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, DeepSeek OCR 2, MiniMax-M2.5-highspeed or Motif 3?
Motif 3 is cheaper at $0.50 input / $2.00 output per million tokens (median across 1 API provider). DeepSeek OCR 2 costs $0.89 input / $1.47 output per million tokens (median across 1 API provider); 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 $1.03 for DeepSeek OCR 2 (1.2× 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. DeepSeek OCR 2 has not been scored yet, MiniMax-M2.5-highspeed has not been scored yet and Motif 3 has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for DeepSeek OCR 2, MiniMax-M2.5-highspeed and Motif 3 yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Note that DeepSeek OCR 2 does not support tool calling, which most coding agents need.
Which has the bigger context window?
Motif 3 has the largest context window at 262,144 tokens, against 204,800 for MiniMax-M2.5-highspeed and 8,192 for DeepSeek OCR 2. Maximum output per response: DeepSeek OCR 2 up to 8,192, MiniMax-M2.5-highspeed up to 131,072, Motif 3 up to 262,144 tokens.
Which can read images, PDFs, audio or video?
DeepSeek OCR 2 accepts text and images; MiniMax-M2.5-highspeed accepts text; Motif 3 accepts text. DeepSeek OCR 2 handles the widest range of inputs.
Are any of these open source?
Yes, all three publish their weights (MIT), so you can self-host them.
Which is newer?
Motif 3 is the newest, released Aug 7, 2026. MiniMax-M2.5-highspeed came out Feb 13, 2026; DeepSeek OCR 2 came out Jan 27, 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.
