Laguna S 2.1 vs North Mini Code vs Gemma 4 12B IT
Gemma 4 12B IT comes out ahead, 75 to 71 and 69 on our weighted score.
PoolsideLaguna S 2.1
69/100- ECI—
- Price$0.10 / $0.20
- Context1.05M
CohereNorth Mini Code
71/100- ECI—
- PriceFree / Free
- Context256K
- Our pick
GoogleGemma 4 12B IT
75/100- ECI—
- Price$0.075 / $0.275
- Context262K
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 S 2.1 (69). It leads on inputs & features. Laguna S 2.1 wins on context window. North Mini Code wins 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 priceNorth Mini CodeNorth Mini Code Free · Laguna S 2.1 $0.125 · Gemma 4 12B IT $0.125 per 1M tokens (3:1 blend)
- Longest contextLaguna S 2.1Laguna S 2.1 1,048,576 · Gemma 4 12B IT 262,144 · North Mini Code 256,000 tokens
- Widest inputsGemma 4 12B ITLaguna S 2.1: Text · North Mini Code: Text · Gemma 4 12B IT: Text, Images
- Self-hostingAll open weightsEvery model here can be downloaded and run on your own hardware
| Measure | Weight | Laguna S 2.1 | North Mini Code | Gemma 4 12B IT |
|---|---|---|---|---|
| Price | 50% | 93 | 100 | 93 |
| Inputs & features | 30% | 35 | 45 | 70 |
| Context window | 20% | 61 | 36 | 37 |
| Overall | 100% | 69/100 | 71/100 | 75/100 |
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 S 2.1Poolside | North Mini CodeCohere | Gemma 4 12B ITGoogle |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | $0.10 | Free (best) | $0.075 |
| Output | $0.20 | Free (best) | $0.275 |
| Cached input | — | — | — |
| Blended (3:1) | $0.125 | Free (best) | $0.125 |
| Long-context rate | Same rate | Same rate | Same rate |
| Price source | Median of 4 providers | Official Cohere API | Median of 2 providers |
| Limits | |||
| Context window | 1,048,576 tokens (best) | 256,000 tokens | 262,144 tokens |
| Max output | 32,768 tokens | 64,000 tokens (best) | 32,768 tokens |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | No | No | Yes |
| PDFs | No | No | No |
| Audio | No | No | No |
| Video | No | No | No |
| Reasoning | Yes | Yeshigh | Yes |
| Tool calling | Yes | Yes | Yes |
| Structured output | No | Yes | Yes |
| Availability | |||
| Weights | Open | Open | Open |
| API model ID | poolside/laguna-s-2.1 | north-mini-code-1-0 | — |
| API providers | 6 (best) | 2 | 2 |
| Released | Jul 21, 2026 | Jun 9, 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.
- Laguna S 2.1$1.40
- North Mini CodeFree
- Gemma 4 12B IT$1.30
Which should you choose?
Which is better: Laguna S 2.1, North Mini Code or Gemma 4 12B IT?
Gemma 4 12B IT is the better all-round choice, scoring 75/100 against North Mini Code (71) and Laguna S 2.1 (69). It leads on inputs & features. Laguna S 2.1 wins on context window. North Mini Code wins 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, Laguna S 2.1, North Mini Code or Gemma 4 12B IT?
North Mini Code is cheaper at Free input / Free output per million tokens (official Cohere API price). Laguna S 2.1 costs $0.10 input / $0.20 output per million tokens (median across 4 API providers; free on Poolside); Gemma 4 12B IT costs $0.075 input / $0.275 output per million tokens (median across 2 API providers). North Mini Code is listed as free.
Which scores higher on benchmarks?
There is no independent benchmark that covers all three models yet. Laguna S 2.1 has not been scored yet, North Mini Code has not been scored yet and Gemma 4 12B IT has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Laguna S 2.1, North Mini Code and Gemma 4 12B IT 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 S 2.1 has the largest context window at 1,048,576 tokens, against 262,144 for Gemma 4 12B IT and 256,000 for North Mini Code. Maximum output per response: Laguna S 2.1 up to 32,768, North Mini Code up to 64,000, Gemma 4 12B IT up to 32,768 tokens.
Which can read images, PDFs, audio or video?
Laguna S 2.1 accepts text; North Mini Code accepts text; Gemma 4 12B IT accepts text and images. 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?
Laguna S 2.1 is the newest, released Jul 21, 2026. North Mini Code came out Jun 9, 2026; Gemma 4 12B IT came out Jun 9, 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.
