Models

Pick the right model.

Every model we serve, side by side: list prices, context windows, and scores on the benchmarks we trust for agentic coding.

FeaturedThe model we push furthest with our in-house inference stack, from kernels to serving.

  • Best for fast agentic coding at a low price.

    • 1M context
    • Vision
    Input
    $0.15 / 1M
    Cache read
    $0.028 / 1M
    Output
    $0.60 / 1M
    Intelligence
    33
    DeepSWE
    77%
    Terminal-Bench
    42.3%
  • Best for the hardest agentic coding tasks.

    • 1M context
    • Vision
    Input
    $2.00 / 1M
    Cache read
    $0.20 / 1M
    Output
    $10.00 / 1M
    Intelligence
    46
    DeepSWE
    75.5%
    Terminal-Bench
    67.2%
  • Best for complex, long-horizon coding.

    • 1M context
    • Text only
    Input
    $1.40 / 1M
    Cache read
    $0.26 / 1M
    Output
    $4.40 / 1M
    Intelligence
    32
    DeepSWE
    69%
    Terminal-Bench
    41.9%
  • Kimi K3

    Retiring November 9, 2026

    Open weights by Moonshot

    Switch to Kimi K3.1 Pro before it retires.

    • 1M context
    • Vision
    Input
    $3.00 / 1M
    Cache read
    $0.30 / 1M
    Output
    $15.00 / 1M
    Intelligence
    on v4.344
    DeepSWE
    68.5%
    Terminal-Bench
    on 2.185%

About the scores

Scores as of November 7, 2026. Each model's page links every score to its source.

Artificial Analysis Intelligence Index v5

By Artificial Analysis

An independent composite of reasoning, knowledge, maths, coding and agentic evaluations, run by Artificial Analysis on every model the same way.

Methodology

DeepSWE

By Datacurve

Long-horizon software engineering: real repository tasks an agent has to finish end to end.

Methodology

Terminal-Bench 4.0

By tbench.ai

Hard, realistic tasks an agent completes in a terminal sandbox: building, debugging, configuring.

Methodology

One key, every model.

Create a key once, then switch models by changing one string in your tool.

Looking for a model we no longer serve? See past models.

Coding models: API pricing and benchmarks · Umans AI