Kolibri 1 vs MiniCPM-V 4.7 1B vs MiniMax-M3.1-Flash
MiniMax-M3.1-Flash comes out ahead, 66 to 57 and 45 on our weighted score, and it is the cheaper option too.
Aleph AlphaKolibri 1
45/100- ECI—
- Price$0.164 / $0.574
- Context1.05M
OpenBMB
MiniCPM-V 4.7 1B
57/100- ECI—
- Price—
- Context262K
- Our pick
MiniMaxMiniMax-M3.1-Flash
66/100- ECI—
- Price$0.15 / $0.60
- Context1M
MiniMax-M3.1-Flash is our pick
MiniMax-M3.1-Flash is the better all-round choice, scoring 66/100 against MiniCPM-V 4.7 1B (57) and Kolibri 1 (45). The score weighs inputs & features 60%, context window 40%. 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-M3.1-FlashMiniMax-M3.1-Flash $0.263 · Kolibri 1 $0.266 per 1M tokens (3:1 blend) · MiniCPM-V 4.7 1B unpriced
- Longest contextKolibri 1Kolibri 1 1,048,576 · MiniMax-M3.1-Flash 1,000,000 · MiniCPM-V 4.7 1B 262,144 tokens
- Widest inputsMiniCPM-V 4.7 1B and MiniMax-M3.1-FlashKolibri 1: Text · MiniCPM-V 4.7 1B: Text, Images, Video · MiniMax-M3.1-Flash: Text, Images, Video
- Self-hostingKolibri 1 and MiniCPM-V 4.7 1BPublishes downloadable weights (Apache-2.0)
| Measure | Weight | Kolibri 1 | MiniCPM-V 4.7 1B | MiniMax-M3.1-Flash |
|---|---|---|---|---|
| Inputs & features | 60% | 35 | 70 | 70 |
| Context window | 40% | 61 | 37 | 60 |
| Overall | 100% | 45/100 | 57/100 | 66/100 |
Left out because at least one model lacks the data: capability and price. The remaining weights were rescaled.
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | Kolibri 1Aleph Alpha | MiniCPM-V 4.7 1BOpenBMB | MiniMax-M3.1-FlashMiniMax |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | $0.164 | — | $0.15 (best) |
| Output | $0.574 (best) | — | $0.60 |
| Cached input | — | — | $0.015 |
| Blended (3:1) | $0.266 | — | $0.263 (best) |
| Long-context rate | Same rate | — | Same rate |
| Price source | Median of 4 providers | — | Official MiniMax (minimax.io) API |
| Limits | |||
| Context window | 1,048,576 tokens (best) | 262,144 tokens | 1,000,000 tokens |
| Max output | — | 262,144 tokens | 512,000 tokens (best) |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | No | Yes | Yes |
| PDFs | No | No | No |
| Audio | No | No | No |
| Video | No | Yes | Yes |
| Reasoning | Yes | Yes | Yeslow · medium · high · xhigh · max |
| Tool calling | Yes | Yes | Yes |
| Structured output | No | No | No |
| Availability | |||
| Weights | OpenApache-2.0 | OpenApache-2.0 | Proprietary |
| API model ID | — | — | MiniMax-M3.1-Flash |
| API providers | 4 | 1 | 25 (best) |
| Released | Oct 3, 2026 | Oct 6, 2026 | Oct 19, 2026 |
| Knowledge cutoff | Jun 18, 2026 | — | — |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
- Kolibri 1$2.78
- MiniCPM-V 4.7 1B—
- MiniMax-M3.1-Flash$2.70
Which should you choose?
Which is better: Kolibri 1, MiniCPM-V 4.7 1B or MiniMax-M3.1-Flash?
MiniMax-M3.1-Flash is the better all-round choice, scoring 66/100 against MiniCPM-V 4.7 1B (57) and Kolibri 1 (45). The score weighs inputs & features 60%, context window 40%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.
Which is cheaper, Kolibri 1, MiniCPM-V 4.7 1B or MiniMax-M3.1-Flash?
MiniMax-M3.1-Flash is cheaper at $0.15 input / $0.60 output per million tokens (official MiniMax (minimax.io) API price). Kolibri 1 costs $0.164 input / $0.574 output per million tokens (median across 4 API providers). At a typical mix of three input tokens to one output token, that is $0.263 per million tokens for MiniMax-M3.1-Flash versus $0.266 for Kolibri 1 (1× as much). MiniCPM-V 4.7 1B has no published per-token price.
Which scores higher on benchmarks?
There is no independent benchmark that covers all three models yet. Kolibri 1 has not been scored yet, MiniCPM-V 4.7 1B has not been scored yet and MiniMax-M3.1-Flash has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Kolibri 1, MiniCPM-V 4.7 1B and MiniMax-M3.1-Flash 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?
Kolibri 1 has the largest context window at 1,048,576 tokens, against 1,000,000 for MiniMax-M3.1-Flash and 262,144 for MiniCPM-V 4.7 1B. Maximum output per response: MiniCPM-V 4.7 1B up to 262,144, MiniMax-M3.1-Flash up to 512,000 tokens.
Which can read images, PDFs, audio or video?
Kolibri 1 accepts text; MiniCPM-V 4.7 1B accepts text, images and video; MiniMax-M3.1-Flash accepts text, images and video. MiniCPM-V 4.7 1B handles the widest range of inputs.
Are any of these open source?
Kolibri 1 and MiniCPM-V 4.7 1B publishes its weights (Apache-2.0) and can be self-hosted; MiniMax-M3.1-Flash is proprietary.
Which is newer?
MiniMax-M3.1-Flash is the newest, released Oct 19, 2026. MiniCPM-V 4.7 1B came out Oct 6, 2026; Kolibri 1 came out Oct 3, 2026. Knowledge cutoff: Kolibri 1 Jun 18, 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 Nov 2, 2026.
