ZMIME
Comparison · 3 models · Updated Oct 4, 2026

Mercury 2.5 vs Laguna M.1 vs Laguna XS 2.1

Too close to call on our weighted score (Mercury 2.5 71, Laguna M.1 68, Laguna XS 2.1 68). 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. Poolside

    Laguna M.1

    Released Apr 28, 2026

    68/100
    • ECI—
    • PriceFree / Free
    • Context262K
  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 M.1 68/100, Laguna XS 2.1 68/100), 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.1Laguna M.1 Free · Mercury 2.5 $0.068 · Laguna XS 2.1 $0.075 per 1M tokens (3:1 blend)
  • Longest contextAbout the sameLaguna M.1 262,144 · Laguna XS 2.1 262,144 · Mercury 2.5 260,000 tokens
  • Widest inputsSame inputsMercury 2.5: Text · Laguna M.1: Text · Laguna XS 2.1: Text
  • Self-hostingLaguna M.1 and Laguna XS 2.1Publishes downloadable weights
How the score is built
MeasureWeightMercury 2.5Laguna M.1Laguna XS 2.1
Price50%100100100
Inputs & features30%453535
Context window20%363737
Overall100%71/10068/10068/100

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 Laguna M.1 vs Laguna XS 2.1 specifications side by side
SpecificationMercury 2.5InceptionLaguna M.1PoolsideLaguna 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 Poolside APIMedian of 1 providers
Limits
Context window260,000 tokens262,144 tokens (best)262,144 tokens (best)
Max output65,536 tokens (best)32,768 tokens32,768 tokens
Inputs and features
TextYesYesYes
ImagesNoNoNo
PDFsNoNoNo
AudioNoNoNo
VideoNoNoNo
ReasoningYeslow · medium · highYesYes
Tool callingYesYesYes
Structured outputYesNoNo
Availability
WeightsProprietaryOpenOpen
API model IDmercury-2.5poolside/laguna-m.1poolside/laguna-xs-2.1
API providers124 (best)
ReleasedSep 8, 2026Apr 28, 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
  • Laguna M.1Free
  • Laguna XS 2.1$0.84
04 — Questions

Which should you choose?

Which is better: Mercury 2.5, Laguna M.1 or Laguna XS 2.1?

It is close. Our weighted score puts them within 3 points (Mercury 2.5 71/100, Laguna M.1 68/100, Laguna XS 2.1 68/100), 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, Mercury 2.5, Laguna M.1 or Laguna XS 2.1?

Laguna M.1 is cheaper at Free input / Free output per million tokens (official Poolside 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). Laguna M.1 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, Laguna M.1 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, Laguna M.1 and Laguna XS 2.1 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?

Their context windows are effectively the same size: Mercury 2.5 260,000, Laguna M.1 262,144 and Laguna XS 2.1 262,144 tokens. Maximum output per response: Mercury 2.5 up to 65,536, Laguna M.1 up to 32,768, Laguna XS 2.1 up to 32,768 tokens.

Which can read images, PDFs, audio or video?

Mercury 2.5 accepts text; Laguna M.1 accepts text; Laguna XS 2.1 accepts text. They handle the same number of input types.

Are any of these open source?

Laguna M.1 and Laguna XS 2.1 publishes its weights and can be self-hosted; Mercury 2.5 is proprietary.

Which is newer?

Mercury 2.5 is the newest, released Sep 8, 2026. Laguna XS 2.1 came out Jul 2, 2026; Laguna M.1 came out Apr 28, 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.