Calibrated confidence scores
for LLM outputs

Know when your LLM doesn't know. Better ECE than self-consistency — at a fraction of the cost. Integrate in minutes, not months.

How it works

POST the statement and the context used to generate it. Add temperature and scaling params if you have them.

Receive a calibrated score between 0 and 1. Higher = more confident. No hallucination, just honest uncertainty.

Route uncertain outputs to humans, retry, or surface warnings to users. Your LLM, now genuinely self-aware.

Our method achieves lower Expected Calibration Error with fewer inference calls.

Lower ECE

Better calibrated than self-consistency

1 call

vs. 5–20 for self-consistency

Any LLM

Works with any model or context

AI Platforms

Give your downstream customers reliability guarantees. ConfiScore becomes your calibration layer.

Legal & Compliance

Know when a document review or contract analysis needs human review. Reduce liability, stay compliant.

Financial Services

Underwriting, report QA, regulatory filings. High-stakes outputs need honest uncertainty estimates.

Free tier available. No credit card required.