Composo achieves state-of-the-art performance in real world validation
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Ship AI apps with the same confidence as traditional software

Composo is an API that gives you deterministic evals for shipping high reliability LLM agents & features.

You've hit the limits of testing by vibes.

You need evals that give you 100% confidence when shipping LLM agents & features. LLM-as-judge gives you vibes, not reliable testing. Manual reviews can't keep pace.

We've built deterministic evaluation models you can rely on

Our proprietary generative reward models are specifically trained for evaluation - not just LLM as a Judge. Get deterministic precision, focused measurement, and results you can stake your product on.

Test & iterate faster in development

Instant feedback on every change. Debug in minutes, not days. Track quality over time with scores that don't jump around.

learning curve
build around...

Have 100% confidence when you ship

Finally get metrics you can show stakeholders. Know exactly what's not working before it gets to production.

Testing in progress...

Rapidly find & fix edge cases in production

Understand what real-world users like and dislike, and what changes you need to make as a result.

Composo Align achieves 92% performance across diverse real-world domains

Why companies choose Composo

5 mins to set up

Simple API integration with single-sentence criteria. No complex prompt engineering or optimization needed.

Enterprise-ready from day one

Built for enterprise-scale teams, with robust compliance and secure integration into your stack.

Results you can trust

Deterministic 0-1 scores with clear explanations. Same input = same score, every time.

Built for complex agents

Handles tool calling, retrieval & multi-step reasoning.

Industry leading research

92% accuracy vs 72% for LLM judges. Proven on real-world enterprise use cases.

Fully customisable

Single-sentence custom criteria for any domain. Medical, legal, financial - we handle complexity.

We're trusted by the best teams in AI

Proven results across startups & enterprises in the most complex verticals

A smooth, yet
powerful workflow

all your apps

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Our Team

seb

Sebastian Fox

CEO

Ex-McKinsey, Quantum Black
Oxford University

Hao

Haoguo Wu

Founding Engineer

Ex-Tesla & Alibaba Cloud
Imperial College London

Hao

Ryan Lail

Founding Engineer

Ex-Thought Machine, Durham & Imperial College London

luke

Luke Markham

CTO

Ex-Graphcore ML Engineer
Oxford University

See why engineering teams choose Composo to stay ahead of the rest

Stop wrestling with inconsistent evals. Get evaluation infrastructure that works as hard as you do.