ZMIME
Comparison · 3 models · Updated Oct 4, 2026

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.

  1. Cohere

    North Mini Code

    Released Jun 9, 2026

    71/100
    • ECI—
    • PriceFree / Free
    • Context256K
  2. Our pick

    Amazon

    Nova 2 Pro

    Released Dec 3, 2025

    86/100
    • ECI—
    • PriceFree / Free
    • Context1M
  3. Poolside

    Laguna M.1

    Released Apr 28, 2026

    68/100
    • ECI—
    • PriceFree / Free
    • Context262K
01 — Verdict

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
How the score is built
MeasureWeightNorth Mini CodeNova 2 ProLaguna M.1
Price50%100100100
Inputs & features30%458035
Context window20%366037
Overall100%71/10086/10068/100

Left out because at least one model lacks the data: capability. The remaining weights were rescaled.

02 — Side by side

Every spec in one table

Highlighted cells lead their row. Dashes mean the data is not published.

North Mini Code vs Nova 2 Pro vs Laguna M.1 specifications side by side
SpecificationNorth Mini CodeCohereNova 2 ProAmazonLaguna M.1Poolside
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
InputFreeFreeFree
OutputFreeFreeFree
Cached input———
Blended (3:1)FreeFreeFree
Long-context rateSame rateSame rateSame rate
Price sourceOfficial Cohere APIOfficial Nova APIOfficial Poolside API
Limits
Context window256,000 tokens1,000,000 tokens (best)262,144 tokens
Max output64,000 tokens (best)64,000 tokens (best)32,768 tokens
Inputs and features
TextYesYesYes
ImagesNoYesNo
PDFsNoYesNo
AudioNoNoNo
VideoNoYesNo
ReasoningYeshighYesYes
Tool callingYesYesYes
Structured outputYesNoNo
Availability
WeightsOpenProprietaryOpen
API model IDnorth-mini-code-1-0nova-2-pro-v1poolside/laguna-m.1
API providers2 (best)12 (best)
ReleasedJun 9, 2026Dec 3, 2025Apr 28, 2026
Knowledge cutoffSep 23, 2025——
03 — Cost

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
04 — Questions

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.