Composo achieves state-of-the-art performance in real world validation
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Ship AI apps 10x faster with evals you can actually trust

Get precise, consistent scores for every LLM output. Know exactly what's broken and how to fix it. No more guessing if changes helped.

Working with leaders from companies like:

LLM-based evals don't work

All other evaluation tools just prompt LLMs to output scores. But LLMs weren't built for measurement. The result? Wildly inconsistent scores, inability to isolate what you're actually measuring, and massive overhead just to get semi-reliable results.

Purpose-built evaluation models that actually deliver

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

build around...

Unique, research-backed approach

Proprietary evaluation models built from the ground up - the only real alternative to flaky LLM judges

Testing in progress...

Ship faster, with confidence

Instant feedback on every change. Debug in minutes, not days. Know exactly what's working before production.

Accurately track performance

Finally get metrics you can show stakeholders. Track quality over time with scores that don't jump around.

learning curve

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.

Any application (inc. agents)

LLM outputs, RAG systems, agents, tool calls - complete coverage for modern AI apps.

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.

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 over LLM-as-a-judge

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