For QA engineers, SDETs and QA leads

Test agents guess at how the system works.

ProdE shows how a flow actually works and what validation applies, before writing tests or filing a bug. Tests match real behavior.

Before ProdE

Tests written from assumptions.

01

Tests only cover what the ticket mentions

API tests written from assumptions, against the status codes the ticket implied.

02

A generic error costs hours to trace

A bug report named one service, but the code that owned the behavior often lived in another.

03

The agent cannot see the validation

An agent writing a test from the ticket alone does not know what validation and normalisation run first.

What your team can do

Your team asks. The code answers.

Check the exact API contract before writing a test

Read the validation and permission logic to get the exact status codes and behavior first.

Tell a real bug from a wrong test assumption

Root cause is known before the ticket is raised.

Find what else to retest when code changes

See what a change touches across services, endpoints and data flows.

Trace a failure to the repo where it starts

Work starts in the service that owns the problem, not the one named in the ticket.

A case from Attentive AI's QA team

One test expected an error for a malformed HVAC size. The code normalises that value before validation, so the API was right to accept it. The test was wrong, not the code.

In practice

How Attentive AI and Leena AI use it.

Tests match the real contract.
01

Read the contract first

QA agents at Attentive read the validation and permission logic through ProdE to get the exact status codes and behavior before writing an API test.

02

Separate defects from assumptions

Real backend defects are separated from wrong test assumptions, before they are filed as bugs.

03

Know the root cause before the ticket

QA at Leena checks how a flow actually works and what validation applies before writing tests or filing a bug.

For your engineering team

Send this part to your head of engineering.

ProdE needs read-only access to the repos you choose. Nothing else.

It only reads your code

ProdE cannot change, commit, merge or push anything.

It never trains on your code

Your code is never used to train any model.

It never touches your running systems

ProdE reads the code. It does not connect to your application or your production data.

ISO 27001 certified

It runs in ProdE's cloud or on your own servers.

Kept current

Answers stay current with your code on a scheduled sync, as often as daily.

Works with your coding agents

Claude Code, Cursor, Codex, Copilot and any MCP client connect to it.

See it on your own codebase.

Connect your repositories to ProdE. Your team and your coding agents get the same map of the system.