Gemma 4 12B IT vs Laguna M.1 vs North Mini Code
Gemma 4 12B IT comes out ahead, 75 to 71 and 68 on our weighted score.
- Our pick
GoogleGemma 4 12B IT
75/100- ECI—
- Price$0.075 / $0.275
- Context262K
PoolsideLaguna M.1
68/100- ECI—
- PriceFree / Free
- Context262K
CohereNorth Mini Code
71/100- ECI—
- PriceFree / Free
- Context256K
Gemma 4 12B IT is our pick
Gemma 4 12B IT is the better all-round choice, scoring 75/100 against North Mini Code (71) and Laguna M.1 (68). It leads on inputs & features. 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.1 and North Mini CodeLaguna M.1 Free · North Mini Code Free · Gemma 4 12B IT $0.125 per 1M tokens (3:1 blend)
- Longest contextGemma 4 12B IT and Laguna M.1Gemma 4 12B IT 262,144 · Laguna M.1 262,144 · North Mini Code 256,000 tokens
- Widest inputsGemma 4 12B ITGemma 4 12B IT: Text, Images · Laguna M.1: Text · North Mini Code: Text
- Self-hostingAll open weightsEvery model here can be downloaded and run on your own hardware
| Measure | Weight | Gemma 4 12B IT | Laguna M.1 | North Mini Code |
|---|---|---|---|---|
| Price | 50% | 93 | 100 | 100 |
| Inputs & features | 30% | 70 | 35 | 45 |
| Context window | 20% | 37 | 37 | 36 |
| Overall | 100% | 75/100 | 68/100 | 71/100 |
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 | Gemma 4 12B ITGoogle | Laguna M.1Poolside | North Mini CodeCohere |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | $0.075 | Free (best) | Free (best) |
| Output | $0.275 | Free (best) | Free (best) |
| Cached input | — | — | — |
| Blended (3:1) | $0.125 | Free (best) | Free (best) |
| Long-context rate | Same rate | Same rate | Same rate |
| Price source | Median of 2 providers | Official Poolside API | Official Cohere API |
| Limits | |||
| Context window | 262,144 tokens (best) | 262,144 tokens (best) | 256,000 tokens |
| Max output | 32,768 tokens | 32,768 tokens | 64,000 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 | Yes | Yes | Yeshigh |
| Tool calling | Yes | Yes | Yes |
| Structured output | Yes | No | Yes |
| Availability | |||
| Weights | Open | Open | Open |
| API model ID | — | poolside/laguna-m.1 | north-mini-code-1-0 |
| API providers | 2 | 2 | 2 |
| Released | Jun 9, 2026 | Apr 28, 2026 | Jun 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.
- Gemma 4 12B IT$1.30
- Laguna M.1Free
- North Mini CodeFree
Which should you choose?
Which is better: Gemma 4 12B IT, Laguna M.1 or North Mini Code?
Gemma 4 12B IT is the better all-round choice, scoring 75/100 against North Mini Code (71) and Laguna M.1 (68). It leads on inputs & features. 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, Gemma 4 12B IT, Laguna M.1 or North Mini Code?
Laguna M.1 is cheaper at Free input / Free output per million tokens (official Poolside API price). North Mini Code costs Free input / Free output per million tokens (official Cohere API price); Gemma 4 12B IT costs $0.075 input / $0.275 output per million tokens (median across 2 API providers). Laguna M.1 is listed as free.
Which scores higher on benchmarks?
There is no independent benchmark that covers all three models yet. Gemma 4 12B IT has not been scored yet, Laguna M.1 has not been scored yet and North Mini Code has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Gemma 4 12B IT, Laguna M.1 and North Mini Code 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?
Gemma 4 12B IT and Laguna M.1 have the largest context windows (262,144 and 262,144 tokens), against 256,000 for North Mini Code. Maximum output per response: Gemma 4 12B IT up to 32,768, Laguna M.1 up to 32,768, North Mini Code up to 64,000 tokens.
Which can read images, PDFs, audio or video?
Gemma 4 12B IT accepts text and images; Laguna M.1 accepts text; North Mini Code accepts text. Gemma 4 12B IT handles the widest range of inputs.
Are any of these open source?
Yes, all three publish their weights, so you can self-host them.
Which is newer?
Gemma 4 12B IT is the newest, released Jun 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.
