MiniCPM5-2B vs Laguna M.1 vs Qwen3.8 Flash Next
Too close to call on our weighted score (Qwen3.8 Flash Next 70, Laguna M.1 68, MiniCPM5-2B 53). The right pick depends on what you value most.
OpenBMB
MiniCPM5-2B
53/100- ECI—
- Price$0.124 / $0.743
- Context131K
PoolsideLaguna M.1
68/100- ECI—
- PriceFree / Free
- Context262K
Alibaba (Qwen)Qwen3.8 Flash Next
70/100- ECI—
- Price$0.20 / $0.50
- Context262K
Too close to call
It is close. Our weighted score puts them within 2 points (Qwen3.8 Flash Next 70/100, Laguna M.1 68/100, MiniCPM5-2B 53/100), so choose by what matters most for your work: Laguna M.1 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 priceLaguna M.1Laguna M.1 Free · Qwen3.8 Flash Next $0.275 · MiniCPM5-2B $0.279 per 1M tokens (3:1 blend)
- Longest contextLaguna M.1 and Qwen3.8 Flash NextLaguna M.1 262,144 · Qwen3.8 Flash Next 262,144 · MiniCPM5-2B 131,072 tokens
- Widest inputsQwen3.8 Flash NextMiniCPM5-2B: Text · Laguna M.1: Text · Qwen3.8 Flash Next: Text, Images, Video
- Self-hostingAll open weightsEvery model here can be downloaded and run on your own hardware
| Measure | Weight | MiniCPM5-2B | Laguna M.1 | Qwen3.8 Flash Next |
|---|---|---|---|---|
| Price | 50% | 76 | 100 | 76 |
| Inputs & features | 30% | 35 | 35 | 80 |
| Context window | 20% | 24 | 37 | 37 |
| Overall | 100% | 53/100 | 68/100 | 70/100 |
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 | MiniCPM5-2BOpenBMB | Laguna M.1Poolside | Qwen3.8 Flash NextAlibaba (Qwen) |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | $0.124 | Free (best) | $0.20 |
| Output | $0.743 | Free (best) | $0.50 |
| Cached input | — | — | — |
| Blended (3:1) | $0.279 | Free (best) | $0.275 |
| Long-context rate | Same rate | Same rate | Same rate |
| Price source | Median of 1 providers | Official Poolside API | Median of 5 providers |
| Limits | |||
| Context window | 131,072 tokens | 262,144 tokens (best) | 262,144 tokens (best) |
| Max output | 131,072 tokens (best) | 32,768 tokens | 131,072 tokens (best) |
| 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 | Yes |
| Tool calling | Yes | Yes | Yes |
| Structured output | No | No | Yes |
| Availability | |||
| Weights | Openapache-2.0 | Open | Openqwen-community-1.0 |
| API model ID | — | poolside/laguna-m.1 | — |
| API providers | 1 | 2 | 5 (best) |
| Released | Sep 6, 2026 | Apr 28, 2026 | Aug 27, 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.
- MiniCPM5-2B$2.73
- Laguna M.1Free
- Qwen3.8 Flash Next$3.00
Which should you choose?
Which is better: MiniCPM5-2B, Laguna M.1 or Qwen3.8 Flash Next?
It is close. Our weighted score puts them within 2 points (Qwen3.8 Flash Next 70/100, Laguna M.1 68/100, MiniCPM5-2B 53/100), so choose by what matters most for your work: Laguna M.1 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, MiniCPM5-2B, Laguna M.1 or Qwen3.8 Flash Next?
Laguna M.1 is cheaper at Free input / Free output per million tokens (official Poolside API price). Qwen3.8 Flash Next costs $0.20 input / $0.50 output per million tokens (median across 5 API providers); MiniCPM5-2B costs $0.124 input / $0.743 output per million tokens (median across 1 API provider). Laguna M.1 is listed as free.
Which scores higher on benchmarks?
There is no independent benchmark that covers all three models yet. MiniCPM5-2B has not been scored yet, Laguna M.1 has not been scored yet and Qwen3.8 Flash Next has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for MiniCPM5-2B, Laguna M.1 and Qwen3.8 Flash Next 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?
Laguna M.1 and Qwen3.8 Flash Next have the largest context windows (262,144 and 262,144 tokens), against 131,072 for MiniCPM5-2B. Maximum output per response: MiniCPM5-2B up to 131,072, Laguna M.1 up to 32,768, Qwen3.8 Flash Next up to 131,072 tokens.
Which can read images, PDFs, audio or video?
MiniCPM5-2B accepts text; Laguna M.1 accepts text; Qwen3.8 Flash Next accepts text, images and video. Qwen3.8 Flash Next handles the widest range of inputs.
Are any of these open source?
Yes, all three publish their weights (apache-2.0 and qwen-community-1.0), so you can self-host them.
Which is newer?
MiniCPM5-2B is the newest, released Sep 6, 2026. Qwen3.8 Flash Next came out Aug 27, 2026; Laguna M.1 came out Apr 28, 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.
