Laguna M.1 vs North Mini Code vs North Small Translate
Too close to call on our weighted score (North Mini Code 71, Laguna M.1 68, North Small Translate 50). The right pick depends on what you value most.
PoolsideLaguna M.1
68/100- ECI—
- PriceFree / Free
- Context262K
CohereNorth Mini Code
71/100- ECI—
- PriceFree / Free
- Context256K
- Cohere
North Small Translate
50/100- ECI—
- PriceFree / Free
- Context16K
Too close to call
It is close. Our weighted score puts them within 3 points (North Mini Code 71/100, Laguna M.1 68/100, North Small Translate 50/100), so choose by what matters most for your work: Laguna M.1 on price and Laguna M.1 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 priceSame priceLaguna M.1 Free · North Mini Code Free · North Small Translate Free per 1M tokens (3:1 blend)
- Longest contextLaguna M.1Laguna M.1 262,144 · North Mini Code 256,000 · North Small Translate 16,000 tokens
- Widest inputsSame inputsLaguna M.1: Text · North Mini Code: Text · North Small Translate: Text
- Self-hostingAll open weightsEvery model here can be downloaded and run on your own hardware
| Measure | Weight | Laguna M.1 | North Mini Code | North Small Translate |
|---|---|---|---|---|
| Price | 50% | 100 | 100 | 100 |
| Inputs & features | 30% | 35 | 45 | 0 |
| Context window | 20% | 37 | 36 | 0 |
| Overall | 100% | 68/100 | 71/100 | 50/100 |
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 | Laguna M.1Poolside | North Mini CodeCohere | North Small TranslateCohere |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | Free | Free | Free |
| Output | Free | Free | Free |
| Cached input | — | — | — |
| Blended (3:1) | Free | Free | Free |
| Long-context rate | Same rate | Same rate | Same rate |
| Price source | Official Poolside API | Official Cohere API | Official Cohere API |
| Limits | |||
| Context window | 262,144 tokens (best) | 256,000 tokens | 16,000 tokens |
| Max output | 32,768 tokens | 64,000 tokens (best) | 16,000 tokens |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | No | No | No |
| PDFs | No | No | No |
| Audio | No | No | No |
| Video | No | No | No |
| Reasoning | Yes | Yeshigh | No |
| Tool calling | Yes | Yes | No |
| Structured output | No | Yes | No |
| Availability | |||
| Weights | Open | Open | OpenCC-BY-NC-4.0 |
| API model ID | poolside/laguna-m.1 | north-mini-code-1-0 | north-small-translate-09-2026 |
| API providers | 2 (best) | 2 (best) | 1 |
| Released | Apr 28, 2026 | Jun 9, 2026 | Sep 9, 2026 |
| Knowledge cutoff | — | Sep 23, 2025 | — |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
- Laguna M.1Free
- North Mini CodeFree
- North Small TranslateFree
Which should you choose?
Which is better: Laguna M.1, North Mini Code or North Small Translate?
It is close. Our weighted score puts them within 3 points (North Mini Code 71/100, Laguna M.1 68/100, North Small Translate 50/100), so choose by what matters most for your work: Laguna M.1 on price and Laguna M.1 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, Laguna M.1, North Mini Code or North Small Translate?
Laguna M.1, North Mini Code and North Small Translate cost the same: Free input / Free output per million tokens.
Which scores higher on benchmarks?
There is no independent benchmark that covers all three models yet. Laguna M.1 has not been scored yet, North Mini Code has not been scored yet and North Small Translate has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Laguna M.1, North Mini Code and North Small Translate yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Note that North Small Translate does not support tool calling, which most coding agents need.
Which has the bigger context window?
Laguna M.1 has the largest context window at 262,144 tokens, against 256,000 for North Mini Code and 16,000 for North Small Translate. Maximum output per response: Laguna M.1 up to 32,768, North Mini Code up to 64,000, North Small Translate up to 16,000 tokens.
Which can read images, PDFs, audio or video?
Laguna M.1 accepts text; North Mini Code accepts text; North Small Translate accepts text. They handle the same number of input types.
Are any of these open source?
Yes, all three publish their weights (CC-BY-NC-4.0), so you can self-host them.
Which is newer?
North Small Translate is the newest, released Sep 9, 2026. North Mini Code came out Jun 9, 2026; Laguna M.1 came out Apr 28, 2026. Knowledge cutoff: North Mini Code Sep 23, 2025.
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.
