ZMIME
Comparison · 3 models · Updated Oct 4, 2026

Laguna XS 2.1 vs Mercury 2.5 vs Mercury Edit 2

Too close to call on our weighted score (Mercury 2.5 71, Laguna XS 2.1 68, Mercury Edit 2 35). The right pick depends on what you value most.

  1. Poolside

    Laguna XS 2.1

    Released Jul 2, 2026

    68/100
    • ECI—
    • Price$0.06 / $0.12
    • Context262K
  2. Inception

    Mercury 2.5

    Released Sep 8, 2026

    71/100
    • ECI—
    • Price$0.04 / $0.15
    • Context260K
  3. Inception

    Mercury Edit 2

    Released Mar 30, 2026

    35/100
    • ECI—
    • Price$0.25 / $0.75
    • Context32K
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, Mercury Edit 2 35/100), so choose by what matters most for your work: Mercury 2.5 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 priceMercury 2.5Mercury 2.5 $0.068 · Laguna XS 2.1 $0.075 · Mercury Edit 2 $0.375 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 · Mercury Edit 2 32,000 tokens
  • Widest inputsSame inputsLaguna XS 2.1: Text · Mercury 2.5: Text · Mercury Edit 2: Text
  • Self-hostingLaguna XS 2.1Publishes downloadable weights
How the score is built
MeasureWeightLaguna XS 2.1Mercury 2.5Mercury Edit 2
Price50%10010070
Inputs & features30%35450
Context window20%37360
Overall100%68/10071/10035/100

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 XS 2.1 vs Mercury 2.5 vs Mercury Edit 2 specifications side by side
SpecificationLaguna XS 2.1PoolsideMercury 2.5InceptionMercury Edit 2Inception
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.06$0.04 (best)$0.25
Output$0.12 (best)$0.15$0.75
Cached input—$0.004 (best)$0.025
Blended (3:1)$0.075$0.068 (best)$0.375
Long-context rateSame rateSame rateSame rate
Price sourceMedian of 1 providersOfficial Inception APIOfficial Inception API
Limits
Context window262,144 tokens (best)260,000 tokens32,000 tokens
Max output32,768 tokens65,536 tokens (best)8,192 tokens
Inputs and features
TextYesYesYes
ImagesNoNoNo
PDFsNoNoNo
AudioNoNoNo
VideoNoNoNo
ReasoningYesYeslow · medium · highNo
Tool callingYesYesNo
Structured outputNoYesNo
Availability
WeightsOpenProprietaryProprietary
API model IDpoolside/laguna-xs-2.1mercury-2.5mercury-edit-2
API providers4 (best)11
ReleasedJul 2, 2026Sep 8, 2026Mar 30, 2026
Knowledge cutoff—Nov 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.

  • Laguna XS 2.1$0.84
  • Mercury 2.5$0.70
  • Mercury Edit 2$4.00
04 — Questions

Which should you choose?

Which is better: Laguna XS 2.1, Mercury 2.5 or Mercury Edit 2?

It is close. Our weighted score puts them within 3 points (Mercury 2.5 71/100, Laguna XS 2.1 68/100, Mercury Edit 2 35/100), so choose by what matters most for your work: Mercury 2.5 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 XS 2.1, Mercury 2.5 or Mercury Edit 2?

Mercury 2.5 is cheaper at $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); Mercury Edit 2 costs $0.25 input / $0.75 output per million tokens (official Inception API price). At a typical mix of three input tokens to one output token, that is $0.068 per million tokens for Mercury 2.5 versus $0.075 for Laguna XS 2.1 (1.1× as much) and $0.375 for Mercury Edit 2 (5.6× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Laguna XS 2.1 has not been scored yet, Mercury 2.5 has not been scored yet and Mercury Edit 2 has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Laguna XS 2.1, Mercury 2.5 and Mercury Edit 2 yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Note that Mercury Edit 2 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 32,000 for Mercury Edit 2. Maximum output per response: Laguna XS 2.1 up to 32,768, Mercury 2.5 up to 65,536, Mercury Edit 2 up to 8,192 tokens.

Which can read images, PDFs, audio or video?

Laguna XS 2.1 accepts text; Mercury 2.5 accepts text; Mercury Edit 2 accepts text. They handle the same number of input types.

Are any of these open source?

Laguna XS 2.1 publishes its weights and can be self-hosted; Mercury 2.5 and Mercury Edit 2 is proprietary.

Which is newer?

Mercury 2.5 is the newest, released Sep 8, 2026. Laguna XS 2.1 came out Jul 2, 2026; Mercury Edit 2 came out Mar 30, 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.