ZMIME
Comparison · 3 models · Updated Oct 4, 2026

Laguna M.1 vs Laguna XS 2.1 vs North Small Translate

Too close to call on our weighted score (Laguna M.1 68, Laguna XS 2.1 68, North Small Translate 50). The right pick depends on what you value most.

  1. Poolside

    Laguna M.1

    Released Apr 28, 2026

    68/100
    • ECI—
    • PriceFree / Free
    • Context262K
  2. Poolside

    Laguna XS 2.1

    Released Jul 2, 2026

    68/100
    • ECI—
    • Price$0.06 / $0.12
    • Context262K
  3. Cohere

    North Small Translate

    Released Sep 9, 2026

    50/100
    • ECI—
    • PriceFree / Free
    • Context16K
01 — Verdict

Too close to call

It is close. Our weighted score puts them within a point (Laguna M.1 68/100, Laguna XS 2.1 68/100, North Small Translate 50/100), so choose by what matters most for your work: Laguna M.1 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 priceLaguna M.1 and North Small TranslateLaguna M.1 Free · North Small Translate Free · Laguna XS 2.1 $0.075 per 1M tokens (3:1 blend)
  • Longest contextLaguna M.1 and Laguna XS 2.1Laguna M.1 262,144 · Laguna XS 2.1 262,144 · North Small Translate 16,000 tokens
  • Widest inputsSame inputsLaguna M.1: Text · Laguna XS 2.1: Text · North Small Translate: Text
  • Self-hostingAll open weightsEvery model here can be downloaded and run on your own hardware
How the score is built
MeasureWeightLaguna M.1Laguna XS 2.1North Small Translate
Price50%100100100
Inputs & features30%35350
Context window20%37370
Overall100%68/10068/10050/100

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.

Laguna M.1 vs Laguna XS 2.1 vs North Small Translate specifications side by side
SpecificationLaguna M.1PoolsideLaguna XS 2.1PoolsideNorth Small TranslateCohere
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
InputFree (best)$0.06Free (best)
OutputFree (best)$0.12Free (best)
Cached input———
Blended (3:1)Free (best)$0.075Free (best)
Long-context rateSame rateSame rateSame rate
Price sourceOfficial Poolside APIMedian of 1 providersOfficial Cohere API
Limits
Context window262,144 tokens (best)262,144 tokens (best)16,000 tokens
Max output32,768 tokens (best)32,768 tokens (best)16,000 tokens
Inputs and features
TextYesYesYes
ImagesNoNoNo
PDFsNoNoNo
AudioNoNoNo
VideoNoNoNo
ReasoningYesYesNo
Tool callingYesYesNo
Structured outputNoNoNo
Availability
WeightsOpenOpenOpenCC-BY-NC-4.0
API model IDpoolside/laguna-m.1poolside/laguna-xs-2.1north-small-translate-09-2026
API providers24 (best)1
ReleasedApr 28, 2026Jul 2, 2026Sep 9, 2026
Knowledge cutoff———
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.

  • Laguna M.1Free
  • Laguna XS 2.1$0.84
  • North Small TranslateFree
04 — Questions

Which should you choose?

Which is better: Laguna M.1, Laguna XS 2.1 or North Small Translate?

It is close. Our weighted score puts them within a point (Laguna M.1 68/100, Laguna XS 2.1 68/100, North Small Translate 50/100), so choose by what matters most for your work: Laguna M.1 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 M.1, Laguna XS 2.1 or North Small Translate?

Laguna M.1 is cheaper at Free input / Free output per million tokens (official Poolside API price). North Small Translate costs Free input / Free output per million tokens (official Cohere API price); Laguna XS 2.1 costs $0.06 input / $0.12 output per million tokens (median across 1 API provider; free on Poolside). Laguna M.1 is listed as free.

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Laguna M.1 has not been scored yet, Laguna XS 2.1 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, Laguna XS 2.1 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 and Laguna XS 2.1 have the largest context windows (262,144 and 262,144 tokens), against 16,000 for North Small Translate. Maximum output per response: Laguna M.1 up to 32,768, Laguna XS 2.1 up to 32,768, North Small Translate up to 16,000 tokens.

Which can read images, PDFs, audio or video?

Laguna M.1 accepts text; Laguna XS 2.1 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. Laguna XS 2.1 came out Jul 2, 2026; Laguna M.1 came out Apr 28, 2026.

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.