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Comparison · 2 models · Updated Oct 4, 2026

Kimi K2.7 Code Highspeed vs Pareto

Kimi K2.7 Code Highspeed comes out ahead, 44 to 34 on our weighted score, and it is the cheaper option too.

  1. Our pick

    Moonshot AI

    Kimi K2.7 Code Highspeed

    Released Jun 12, 2026

    44/100
    • ECI—
    • Price$1.90 / $8.00
    • Context262K
  2. Unbiased

    Pareto

    Released Sep 17, 2026

    34/100
    • ECI—
    • Price$2.50 / $7.50
    • Context262K
  3. Add a model

    Make it a three-way comparison.

01 — Verdict

Kimi K2.7 Code Highspeed is our pick

Kimi K2.7 Code Highspeed is the better all-round choice, scoring 44/100 against Pareto (34). It leads on price and inputs & features. 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 priceKimi K2.7 Code HighspeedKimi K2.7 Code Highspeed $3.42 · Pareto $3.75 per 1M tokens (3:1 blend)
  • Longest contextAbout the sameKimi K2.7 Code Highspeed 262,144 · Pareto 262,144 tokens
  • Widest inputsKimi K2.7 Code HighspeedKimi K2.7 Code Highspeed: Text, Images, Video · Pareto: Text, Images
  • Self-hostingKimi K2.7 Code HighspeedPublishes downloadable weights
How the score is built
MeasureWeightKimi K2.7 Code HighspeedPareto
Price50%2523
Inputs & features30%8050
Context window20%3737
Overall100%44/10034/100

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.

Kimi K2.7 Code Highspeed vs Pareto specifications side by side
SpecificationKimi K2.7 Code HighspeedMoonshot AIParetoUnbiased
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$1.90 (best)$2.50
Output$8.00$7.50 (best)
Cached input——
Blended (3:1)$3.42 (best)$3.75
Long-context rateSame rateSame rate
Price sourceMedian of 11 providersMedian of 4 providers
Limits
Context window262,144 tokens262,144 tokens
Max output262,144 tokens (best)131,072 tokens
Inputs and features
TextYesYes
ImagesYesYes
PDFsNoNo
AudioNoNo
VideoYesNo
ReasoningYesNo
Tool callingYesYes
Structured outputYesNo
Availability
WeightsOpenProprietary
API model ID——
API providers11 (best)4
ReleasedJun 12, 2026Sep 17, 2026
Knowledge cutoffJan 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.

  • Kimi K2.7 Code Highspeed$35.00
  • Pareto$40.00
04 — Questions

Which should you choose?

Which is better: Kimi K2.7 Code Highspeed or Pareto?

Kimi K2.7 Code Highspeed is the better all-round choice, scoring 44/100 against Pareto (34). It leads on price and inputs & features. 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, Kimi K2.7 Code Highspeed or Pareto?

Kimi K2.7 Code Highspeed is cheaper at $1.90 input / $8.00 output per million tokens (median across 11 API providers). Pareto costs $2.50 input / $7.50 output per million tokens (median across 4 API providers). At a typical mix of three input tokens to one output token, that is $3.42 per million tokens for Kimi K2.7 Code Highspeed versus $3.75 for Pareto (1.1× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. Kimi K2.7 Code Highspeed has not been scored yet and Pareto has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Kimi K2.7 Code Highspeed and Pareto yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Both support tool calling for agent workflows.

Which has the bigger context window?

Kimi K2.7 Code Highspeed and Pareto share the same 262,144-token context window. Maximum output per response: Kimi K2.7 Code Highspeed up to 262,144, Pareto up to 131,072 tokens.

Which can read images, PDFs, audio or video?

Kimi K2.7 Code Highspeed accepts text, images and video; Pareto accepts text and images. Kimi K2.7 Code Highspeed handles the widest range of inputs.

Are any of these open source?

Kimi K2.7 Code Highspeed publishes its weights and can be self-hosted; Pareto is proprietary.

Which is newer?

Pareto is the newest, released Sep 17, 2026. Kimi K2.7 Code Highspeed came out Jun 12, 2026. Knowledge cutoff: Kimi K2.7 Code Highspeed Jan 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.