North Mini Code vs Nova 2 Pro vs Laguna M.1
Nova 2 Pro comes out ahead, 86 to 71 and 68 on our weighted score.
Cohere
North Mini Code
71/100- ECI—
- PriceFree / Free
- Context256K
- Our pick
Amazon
Nova 2 Pro
86/100- ECI—
- PriceFree / Free
- Context1M
Poolside
Laguna M.1
68/100- ECI—
- PriceFree / Free
- Context262K
Nova 2 Pro is our pick
Nova 2 Pro is the better all-round choice, scoring 86/100 against North Mini Code (71) and Laguna M.1 (68). It leads on inputs & features and context window. 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 priceNorth Mini Code Free · Nova 2 Pro Free · Laguna M.1 Free per 1M tokens (3:1 blend)
- Longest contextNova 2 ProNova 2 Pro 1,000,000 · Laguna M.1 262,144 · North Mini Code 256,000 tokens
- Widest inputsNova 2 ProNorth Mini Code: Text · Nova 2 Pro: Text, Images, PDFs, Video · Laguna M.1: Text
- Self-hostingNorth Mini Code and Laguna M.1Publishes downloadable weights
| Measure | Weight | North Mini Code | Nova 2 Pro | Laguna M.1 |
|---|---|---|---|---|
| Price | 50% | 100 | 100 | 100 |
| Inputs & features | 30% | 45 | 80 | 35 |
| Context window | 20% | 36 | 60 | 37 |
| Overall | 100% | 71/100 | 86/100 | 68/100 |
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 | |||
|---|---|---|---|
| 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 Cohere API | Official Nova API | Official Poolside API |
| Limits | |||
| Context window | 256,000 tokens | 1,000,000 tokens (best) | 262,144 tokens |
| Max output | 64,000 tokens (best) | 64,000 tokens (best) | 32,768 tokens |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | No | Yes | No |
| PDFs | No | Yes | No |
| Audio | No | No | No |
| Video | No | Yes | No |
| Reasoning | Yeshigh | Yes | Yes |
| Tool calling | Yes | Yes | Yes |
| Structured output | Yes | No | No |
| Availability | |||
| Weights | Open | Proprietary | Open |
| API model ID | north-mini-code-1-0 | nova-2-pro-v1 | poolside/laguna-m.1 |
| API providers | 2 (best) | 1 | 2 (best) |
| Released | Jun 9, 2026 | Dec 3, 2025 | Apr 28, 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.
North Mini CodeFree
Nova 2 ProFree
Laguna M.1Free
Which should you choose?
Which is better: North Mini Code, Nova 2 Pro or Laguna M.1?
Nova 2 Pro is the better all-round choice, scoring 86/100 against North Mini Code (71) and Laguna M.1 (68). It leads on inputs & features and context window. 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, North Mini Code, Nova 2 Pro or Laguna M.1?
North Mini Code, Nova 2 Pro and Laguna M.1 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. North Mini Code has not been scored yet, Nova 2 Pro has not been scored yet and Laguna M.1 has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for North Mini Code, Nova 2 Pro and Laguna M.1 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?
Nova 2 Pro has the largest context window at 1,000,000 tokens, against 262,144 for Laguna M.1 and 256,000 for North Mini Code. Maximum output per response: North Mini Code up to 64,000, Nova 2 Pro up to 64,000, Laguna M.1 up to 32,768 tokens.
Which can read images, PDFs, audio or video?
North Mini Code accepts text; Nova 2 Pro accepts text, images, PDFs and video; Laguna M.1 accepts text. Nova 2 Pro handles the widest range of inputs.
Are any of these open source?
North Mini Code and Laguna M.1 publishes its weights and can be self-hosted; Nova 2 Pro is proprietary.
Which is newer?
North Mini Code is the newest, released Jun 9, 2026. Laguna M.1 came out Apr 28, 2026; Nova 2 Pro came out Dec 3, 2025. 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.