Composo achieves state-of-the-art performance in real world validation
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Ship AI agents that actually work in production.

The evaluation API built for agents, tool calling, and RAG. LLM as a judge doesn't score reliably, Composo does.

Agents can't work without deterministic evals

Everyone's trying to build agents. But they keep breaking in production - tool calls fail, outputs hallucinate, and LLM-as-judge can't catch any of it.

The evaluation layer designed for the agentic era

Purpose-built for agents, tool calling, and RAG. Not another LLM-as-judge wrapper - actual deterministic evaluation models trained specifically for the complexities of production AI.

Test & iterate faster in development

Debug agent failures and hallucinations in minutes. Know exactly which tool calls break and which outputs hallucinate.

learning curve
build around...

Ship with 100% confidence

Deploy agents knowing they won't randomly fail or hallucinate. Catch errors before customers do.

Testing in progress...

Make agents work, not just demo

Bridge the gap between 'cool demo' and 'production-ready.' Fix tool calling errors and accuracy issues that matter.

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

Why companies choose Composo

5 mins to set up

Drop-in replacement for LLM-as-judge. Works instantly for agents and tool calling where others fail.

Enterprise-ready from day one

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

Where LLM-as-judge fails

92% accuracy vs 72% for LLM judges. Catches hallucinations and tool calling errors others miss.

Agents can't work without this

The difference between 90% accuracy (fine for chat) and 99.9% (required for agents) is everything.

Industry leading research

First to solve deterministic evaluation for tool calling. Zero hallucinations tolerance.

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

Our Blog

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

Our Pricing

Hobby

500 evaluations/month
Composo Align - our flagship evaluation model
5 requests/min rate limit
Best for individuals & testing
Support for all evaluation types (agents, tool calls, RAG)

Professional

50k to 1m+ evaluations/month (volume-based pricing)
Access to our fastest & most powerful evaluation models
High throughput rate limits & priority processing
Direct 1-1 support from founders
Dedicated onboarding assistance
Best for teams shipping AI to production
Enterprise features available (on-prem, SLAs, DPAs) 

Stop pretending agents work. Start knowing they do.

If you're shipping agents & LLM features in the next month and can't afford hallucinations or failed tool calls, we should talk.