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AIMODELRACE
Build software

Best agent for backend & apis

Designing endpoints, data models, business logic, auth and integrations.

Leader

Narrow lead

Claude Opus 5.5

Index

95

Lead

+1.0

% ahead

1.1%

over Claude Fable 5.1.

Full ranking

Task index, 0 to 100. Bars are scaled to the field, so small gaps look small.

  1. 1
    Claude Opus 5.5
    95

    Most reliable with complex domain logic.

  2. 2
    Claude Fable 5.1
    −1.094

    Even deeper reasoning, at higher cost.

  3. 3
    GPT-6 Astra
    −3.092

    Excellent, a touch less consistent on long sessions.

  4. 4
    Claude Sonnet 5.5
    −4.091

    Best value for routine endpoint work.

  5. 5
    DeepSeek V4 Pro
    −10.085

    Strong open option for cost-sensitive teams.

Key takeaways
  • 1Opus 5.5 leads on getting business logic and edge cases right.
  • 2Tests are the agent's best friend: TDD loops work extremely well.
  • 3Watch for subtle security and transaction mistakes.

Recommended setup

A coding agent with database access in a dev environment, the OpenAPI spec in context, and a test suite it must keep green.

Prompts that work

Endpoint with tests first

Implement {{endpoint}} per this spec: {{spec}}. Write integration tests first covering success, validation errors, auth failures and concurrency edge cases. Run them, implement, and show passing output. Flag any spec ambiguity instead of guessing.

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