ZMIME
Comparison · 2 models · Updated Oct 4, 2026

MiMo-V2.5 vs Mercury Edit 2

MiMo-V2.5 comes out ahead, 79 to 35 on our weighted score, and it is the cheaper option too.

  1. Our pick

    Xiaomi

    MiMo-V2.5

    Released Apr 22, 2026

    79/100
    • ECI—
    • Price$0.14 / $0.28
    • Context1.05M
  2. Inception

    Mercury Edit 2

    Released Mar 30, 2026

    35/100
    • ECI—
    • Price$0.25 / $0.75
    • Context32K
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01 — Verdict

MiMo-V2.5 is our pick

MiMo-V2.5 is the better all-round choice, scoring 79/100 against Mercury Edit 2 (35). It leads on price, 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 priceMiMo-V2.5MiMo-V2.5 $0.175 · Mercury Edit 2 $0.375 per 1M tokens (3:1 blend)
  • Longest contextMiMo-V2.5MiMo-V2.5 1,048,576 · Mercury Edit 2 32,000 tokens
  • Widest inputsMiMo-V2.5MiMo-V2.5: Text, Images, Audio, Video · Mercury Edit 2: Text
  • Self-hostingMiMo-V2.5Publishes downloadable weights
How the score is built
MeasureWeightMiMo-V2.5Mercury Edit 2
Price50%8670
Inputs & features30%800
Context window20%610
Overall100%79/10035/100

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.

MiMo-V2.5 vs Mercury Edit 2 specifications side by side
SpecificationMiMo-V2.5XiaomiMercury Edit 2Inception
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$0.14 (best)$0.25
Output$0.28 (best)$0.75
Cached input$0.0028 (best)$0.025
Blended (3:1)$0.175 (best)$0.375
Long-context rateSame rateSame rate
Price sourceOfficial Xiaomi APIOfficial Inception API
Limits
Context window1,048,576 tokens (best)32,000 tokens
Max output131,072 tokens (best)8,192 tokens
Inputs and features
TextYesYes
ImagesYesNo
PDFsNoNo
AudioYesNo
VideoYesNo
ReasoningYesNo
Tool callingYesNo
Structured outputNoNo
Availability
WeightsOpenProprietary
API model IDmimo-v2.5mercury-edit-2
API providers21 (best)1
ReleasedApr 22, 2026Mar 30, 2026
Knowledge cutoffDec 2024—
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.

  • MiMo-V2.5$1.96
  • Mercury Edit 2$4.00
04 — Questions

Which should you choose?

Which is better: MiMo-V2.5 or Mercury Edit 2?

MiMo-V2.5 is the better all-round choice, scoring 79/100 against Mercury Edit 2 (35). It leads on price, 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, MiMo-V2.5 or Mercury Edit 2?

MiMo-V2.5 is cheaper at $0.14 input / $0.28 output per million tokens (official Xiaomi API price). 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 $0.175 per million tokens for MiMo-V2.5 versus $0.375 for Mercury Edit 2 (2.1× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. MiMo-V2.5 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 MiMo-V2.5 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?

MiMo-V2.5 has the largest context window at 1,048,576 tokens, against 32,000 for Mercury Edit 2. Maximum output per response: MiMo-V2.5 up to 131,072, Mercury Edit 2 up to 8,192 tokens.

Which can read images, PDFs, audio or video?

MiMo-V2.5 accepts text, images, audio and video; Mercury Edit 2 accepts text. MiMo-V2.5 handles the widest range of inputs.

Are any of these open source?

MiMo-V2.5 publishes its weights and can be self-hosted; Mercury Edit 2 is proprietary.

Which is newer?

MiMo-V2.5 is the newest, released Apr 22, 2026. Mercury Edit 2 came out Mar 30, 2026. Knowledge cutoff: MiMo-V2.5 Dec 2024.

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.