ZMIME
Comparison · 3 models · Updated Oct 4, 2026

Mercury 2.5 vs North Small Translate vs Laguna XS 2.1

Too close to call on our weighted score (Mercury 2.5 71, Laguna XS 2.1 68, North Small Translate 50). The right pick depends on what you value most.

  1. Inception

    Mercury 2.5

    Released Sep 8, 2026

    71/100
    • ECI—
    • Price$0.04 / $0.15
    • Context260K
  2. Cohere

    North Small Translate

    Released Sep 9, 2026

    50/100
    • ECI—
    • PriceFree / Free
    • Context16K
  3. Poolside

    Laguna XS 2.1

    Released Jul 2, 2026

    68/100
    • ECI—
    • Price$0.06 / $0.12
    • Context262K
01 — Verdict

Too close to call

It is close. Our weighted score puts them within 3 points (Mercury 2.5 71/100, Laguna XS 2.1 68/100, North Small Translate 50/100), so choose by what matters most for your work: North Small Translate 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 Small TranslateNorth Small Translate Free · Mercury 2.5 $0.068 · Laguna XS 2.1 $0.075 per 1M tokens (3:1 blend)
  • Longest contextLaguna XS 2.1 and Mercury 2.5Laguna XS 2.1 262,144 · Mercury 2.5 260,000 · North Small Translate 16,000 tokens
  • Widest inputsSame inputsMercury 2.5: Text · North Small Translate: Text · Laguna XS 2.1: Text
  • Self-hostingNorth Small Translate and Laguna XS 2.1Publishes downloadable weights (CC-BY-NC-4.0)
How the score is built
MeasureWeightMercury 2.5North Small TranslateLaguna XS 2.1
Price50%100100100
Inputs & features30%45035
Context window20%36037
Overall100%71/10050/10068/100

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.

Mercury 2.5 vs North Small Translate vs Laguna XS 2.1 specifications side by side
SpecificationMercury 2.5InceptionNorth Small TranslateCohereLaguna XS 2.1Poolside
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.04Free (best)$0.06
Output$0.15Free (best)$0.12
Cached input$0.004——
Blended (3:1)$0.068Free (best)$0.075
Long-context rateSame rateSame rateSame rate
Price sourceOfficial Inception APIOfficial Cohere APIMedian of 1 providers
Limits
Context window260,000 tokens16,000 tokens262,144 tokens (best)
Max output65,536 tokens (best)16,000 tokens32,768 tokens
Inputs and features
TextYesYesYes
ImagesNoNoNo
PDFsNoNoNo
AudioNoNoNo
VideoNoNoNo
ReasoningYeslow · medium · highNoYes
Tool callingYesNoYes
Structured outputYesNoNo
Availability
WeightsProprietaryOpenCC-BY-NC-4.0Open
API model IDmercury-2.5north-small-translate-09-2026poolside/laguna-xs-2.1
API providers114 (best)
ReleasedSep 8, 2026Sep 9, 2026Jul 2, 2026
Knowledge cutoffNov 1, 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.

  • Mercury 2.5$0.70
  • North Small TranslateFree
  • Laguna XS 2.1$0.84
04 — Questions

Which should you choose?

Which is better: Mercury 2.5, North Small Translate or Laguna XS 2.1?

It is close. Our weighted score puts them within 3 points (Mercury 2.5 71/100, Laguna XS 2.1 68/100, North Small Translate 50/100), so choose by what matters most for your work: North Small Translate 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, Mercury 2.5, North Small Translate or Laguna XS 2.1?

North Small Translate is cheaper at Free input / Free output per million tokens (official Cohere API price). Mercury 2.5 costs $0.04 input / $0.15 output per million tokens (official Inception API price); Laguna XS 2.1 costs $0.06 input / $0.12 output per million tokens (median across 1 API provider; free on Poolside). North Small Translate is listed as free.

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Mercury 2.5 has not been scored yet, North Small Translate has not been scored yet and Laguna XS 2.1 has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Mercury 2.5, North Small Translate and Laguna XS 2.1 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?

Laguna XS 2.1 and Mercury 2.5 have the largest context windows (262,144 and 260,000 tokens), against 16,000 for North Small Translate. Maximum output per response: Mercury 2.5 up to 65,536, North Small Translate up to 16,000, Laguna XS 2.1 up to 32,768 tokens.

Which can read images, PDFs, audio or video?

Mercury 2.5 accepts text; North Small Translate accepts text; Laguna XS 2.1 accepts text. They handle the same number of input types.

Are any of these open source?

North Small Translate and Laguna XS 2.1 publishes its weights (CC-BY-NC-4.0) and can be self-hosted; Mercury 2.5 is proprietary.

Which is newer?

North Small Translate is the newest, released Sep 9, 2026. Mercury 2.5 came out Sep 8, 2026; Laguna XS 2.1 came out Jul 2, 2026. Knowledge cutoff: Mercury 2.5 Nov 1, 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.