TOOL — AGENT QA
Prompt Reliability Checker
Run your system prompt + user message multiple times. Score consistency, failure rate, and output variance before shipping to production.
Reliability Report
Frequently Asked
Why do prompts fail in production?
Common causes include ambiguous instructions, missing output constraints, brittle examples, and over-reliance on the model's implicit reasoning.
What is a good reliability score?
Aim for a consistency score above 85 and a failure rate below 5%. If outputs vary widely across identical prompts, add stricter schemas and validation rules.
Can this run against my own Ollama instance?
Yes. Enter your Ollama API endpoint and model name. The checker runs client-side against your local server so prompts and outputs never leave your machine.