ZMIME
Comparison · 3 models · Updated Oct 4, 2026

North Small Translate vs Qwen3.8 Max Preview vs Laguna M.1

Laguna M.1 comes out ahead, 68 to 50 and 47 on our weighted score.

  1. Cohere

    North Small Translate

    Released Sep 9, 2026

    50/100
    • ECI—
    • PriceFree / Free
    • Context16K
  2. Alibaba (Qwen)

    Qwen3.8 Max Preview

    Released Jul 19, 2026

    47/100
    • ECI—
    • Price$2.00 / $6.00
    • Context1M
  3. Our pick

    Poolside

    Laguna M.1

    Released Apr 28, 2026

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

Laguna M.1 is our pick

Laguna M.1 is the better all-round choice, scoring 68/100 against North Small Translate (50) and Qwen3.8 Max Preview (47). Qwen3.8 Max Preview wins 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 priceNorth Small Translate and Laguna M.1North Small Translate Free · Laguna M.1 Free · Qwen3.8 Max Preview $3.00 per 1M tokens (3:1 blend)
  • Longest contextQwen3.8 Max PreviewQwen3.8 Max Preview 1,000,000 · Laguna M.1 262,144 · North Small Translate 16,000 tokens
  • Widest inputsQwen3.8 Max PreviewNorth Small Translate: Text · Qwen3.8 Max Preview: Text, Images, Video · Laguna M.1: Text
  • Self-hostingNorth Small Translate and Laguna M.1Publishes downloadable weights (CC-BY-NC-4.0)
How the score is built
MeasureWeightNorth Small TranslateQwen3.8 Max PreviewLaguna M.1
Price50%10027100
Inputs & features30%07035
Context window20%06037
Overall100%50/10047/10068/100

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 Small Translate vs Qwen3.8 Max Preview vs Laguna M.1 specifications side by side
SpecificationNorth Small TranslateCohereQwen3.8 Max PreviewAlibaba (Qwen)Laguna M.1Poolside
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
InputFree (best)$2.00Free (best)
OutputFree (best)$6.00Free (best)
Cached input———
Blended (3:1)Free (best)$3.00Free (best)
Long-context rateSame rateSame rateSame rate
Price sourceOfficial Cohere APIMedian of 6 providersOfficial Poolside API
Limits
Context window16,000 tokens1,000,000 tokens (best)262,144 tokens
Max output16,000 tokens131,072 tokens (best)32,768 tokens
Inputs and features
TextYesYesYes
ImagesNoYesNo
PDFsNoNoNo
AudioNoNoNo
VideoNoYesNo
ReasoningNoYesYes
Tool callingNoYesYes
Structured outputNoNoNo
Availability
WeightsOpenCC-BY-NC-4.0ProprietaryOpen
API model IDnorth-small-translate-09-2026—poolside/laguna-m.1
API providers16 (best)2
ReleasedSep 9, 2026Jul 19, 2026Apr 28, 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.

  • North Small TranslateFree
  • Qwen3.8 Max Preview$32.00
  • Laguna M.1Free
04 — Questions

Which should you choose?

Which is better: North Small Translate, Qwen3.8 Max Preview or Laguna M.1?

Laguna M.1 is the better all-round choice, scoring 68/100 against North Small Translate (50) and Qwen3.8 Max Preview (47). Qwen3.8 Max Preview wins 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 Small Translate, Qwen3.8 Max Preview or Laguna M.1?

North Small Translate is cheaper at Free input / Free output per million tokens (official Cohere API price). Laguna M.1 costs Free input / Free output per million tokens (official Poolside API price); Qwen3.8 Max Preview costs $2.00 input / $6.00 output per million tokens (median across 6 API providers). North Small Translate is listed as free.

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. North Small Translate has not been scored yet, Qwen3.8 Max Preview 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 Small Translate, Qwen3.8 Max Preview and Laguna M.1 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?

Qwen3.8 Max Preview has the largest context window at 1,000,000 tokens, against 262,144 for Laguna M.1 and 16,000 for North Small Translate. Maximum output per response: North Small Translate up to 16,000, Qwen3.8 Max Preview up to 131,072, Laguna M.1 up to 32,768 tokens.

Which can read images, PDFs, audio or video?

North Small Translate accepts text; Qwen3.8 Max Preview accepts text, images and video; Laguna M.1 accepts text. Qwen3.8 Max Preview handles the widest range of inputs.

Are any of these open source?

North Small Translate and Laguna M.1 publishes its weights (CC-BY-NC-4.0) and can be self-hosted; Qwen3.8 Max Preview is proprietary.

Which is newer?

North Small Translate is the newest, released Sep 9, 2026. Qwen3.8 Max Preview came out Jul 19, 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.