Free tool

Agent Reliability Grader

8 questions on how you run agents in production, then a letter-graded scorecard with the one thing to fix next. Every dimension links to how.

Runs in your browser. Copy your grade to share it.

§01 / QUESTIONSanswer: yes, partly, or no
Your setup

How do you run agents?

01

Do you score agent outputs for quality, not just check that the run completed?

02

Do you keep a fixed golden dataset of known-good inputs and outputs?

03

Do you re-run evals on every prompt and model-version change?

04

Do you watch for quality drift over time, with no code change?

05

Do you know the cost per agent, per task, not just a total bill?

06

Do you get alerted when failure or cost rates spike?

07

Do high-risk runs route to a human before they act?

08

Can you block or hold an agent action in real time when it breaches a threshold?

§02 / SCORECARDgrade: overall + per dimension
Your grade

The scorecard

?Answer above
§03 / METHODscoring: eight equal dimensions
Methodology

How the grade is made

Eight equal dimensions. Yes scores full, partly half, no zero; the percentage maps to a letter, and your lowest dimension is the fix to make next. A self-assessment, so only as honest as your answers.

These eight are the loop Prefactor closes in one place. The platform

§04 / FAQfaq: what teams ask
Questions

Frequently asked questions

How is the grade calculated?

Eight equal dimensions. Yes is full, partly is half, no is zero; the percentage maps to a letter, and your lowest dimension is the fix to make next. All client-side.

What is a good score?

Most teams land C to B: they score outputs and watch cost but skip regression checks, drift, or runtime enforcement. An A means the full loop is closed.

Why does each dimension link out?

So a weak score is a reading list, not just a letter. Each links a guide or glossary entry on the practice.

See how every agent performs, and make it better

Prefactor helps teams observe, evaluate, and improve their AI agents in production, across every framework and provider.