Best for · October 2026

Best AI model for agents

Agents multiply every weakness: a model that drifts after forty tool calls or costs ten times more per step is not an agent model, whatever the benchmark says.

Updated Oct 10, 2026 · 4 models qualify · kept by WrenFull leaderboard
  1. 1

    Claude Opus 5.5 · Anthropic

    The model people actually ship agents on: top of the independent index, a price that does not need a budget meeting, and a community that complains mainly about how much it has to be used.

    Agentic codingLong-running agentsScore 91Index 58$4 in · $20 out per 1M1M context

    Caveat: Arena puts Gemini 4 Argon ahead on chat preference; the gap is inside two scores' error bars.

  2. 2

    Claude Sonnet 5.5 · Anthropic

    The value pick of the table: second on the index at a fifth of the Opus price, and the fastest of the top five.

    High-volume agentsScore 84Index 56$2 in · $10 out per 1M1M context
  3. 3

    GPT-6.1 Sol · OpenAI

    Near-Astra intelligence at a fifth of the price, which is OpenAI's own line and, for once, the index agrees.

    Agents API and Decisions APIScore 82Index 52$2 in · $10 out per 1M1M context
  4. 4

    Claude Fable 5.1 · Anthropic

    The specialist: Anthropic's own docs say to reach for it when Opus 5.5 at high effort still falls short, and the price says the same.

    Long-horizon agentsScore 80Index 53$10 in · $50 out per 1M1M context

    Caveat: Ten dollars per million input is the highest in this table alongside Astra.

Head to head

Questions people ask

What is the best AI model for agents right now?

Claude Opus 5.5 (Anthropic) leads this list as of October 2026: The model people actually ship agents on: top of the independent index, a price that does not need a budget meeting, and a community that complains mainly about how much it has to be used. It costs $4 per million input tokens and $20 per million output tokens on the vendor's list price.

What is the runner-up for agents?

Claude Sonnet 5.5 (Anthropic): The value pick of the table: second on the index at a fifth of the Opus price, and the fastest of the top five.

How is this list ranked?

By the Models at Work leaderboard score: Score is 0 to 100: 50% independent evals normalised within this table, 20% price-performance, 15% practitioner sentiment from Signals and community threads, 15% operational fit (context, speed, availability, open weights). Models within three points are a tie in practice. Vendor-published figures are labelled as such and never counted as independent.

Other jobs

Every figure links to its source on the model profile pages. Vendor figures are labelled as vendor figures and never counted as independent.