Composo achieves state-of-the-art performance in real world validation
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The only LLM evals API accurate enough for production.

Deterministic scoring architecture that's nothing like LLM as Judge.
3x accuracy. 10x faster. Effortless to use.

Trusted by the best AI teams

Elegantly simple to use

No rubrics. No prompt engineering. Just deterministic scoring that works.


from composo import Composo

client = Composo(api_key="YOUR_API_KEY")

result = client.evaluate(
    messages=[
        {"role": "user", "content": """What's the return policy?

Context: [Retrieved returns policy document...]"""},
        {"role": "assistant", "content": "You can return items within 30 days of purchase. You'll receive store credit for the full amount. Contact our support team to initiate the return."}
    ],
    criteria="Reward agents that accurately reflect the provided context"
)
  

import composo
composo.init()

@composo.agent_tracer("your_agent")
def your_agent(...):
    ...

criteria = ["Reward agents that operate tools correctly in accordance with the tool definition, using all relevant context available in tool calls"]

composo.evaluate_trace(trace, criteria)
  
Response

{
  "score": 0.68,
  "explanation": "
  - The response correctly states the 30-day return window and store credit policy, accurately conveying the core return terms
  - The timeframe 'within 30 days of purchase' and refund type are both factually accurate, providing reliable information to customers
  - The response fails to direct customers to the specific returns portal (returns.store.com), instead giving vague instructions to 'contact support team' which could cause confusion"
}
  
Production-grade accuracy

95% vs 70% for LLM as Judge.

Built different

Combines trained reasoning models with deterministic reward models. Not LLM as a Judge.

Integrate in minutes

Native tracing for openAI, anthropic, langchain and more.

Single sentence criteria.

API-first design

Drop into any pipeline or monitoring stack. Or use our dashboards

The evaluation layer designed for the agentic era

Used by leading AI teams to power unit tests, benchmarking, monitoring & real-time guardrails

Ship 10x faster

Instant scores on every change, not 2 week manual review cycles

learning curve
build around...

Catch issues instantly

Real-time monitoring finds problems before customers do

Testing in progress...

Prove quality with data

Show quantitative metrics to win & retain customers

Agents can't work without deterministic evals

Manual checks take weeks. LLM as Judge is slow, expensive & 70% accurate. Teams shipping to production need instant, deterministic 95% accuracy.

Composo Align is SOTA when it comes to evals

We're trusted by the best teams in AI

Proven results across startups & enterprises in the most complex verticals

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Case Studies

Our Pricing

Hobby

100 evaluations/month
Access to our best evaluation models
Direct API access
5 requests/min rate limit
Best for individuals & testing
Support for all evaluation types (agents, tool calls, RAG)

Professional

50k to 1m+ evaluations/month
High throughput rate limits & priority processing
Insights & analytics platform (as well as direct API)
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.

Get instant, deterministic accuracy in 4 lines of code.