For engineering teams

Org-wide context for your coding agents. Fewer interruptions for your engineers.

Agents understand the architecture across every service and repo, and routine work like bug root causes and docs gets done for you. Everyone else asks ProdE, not your senior engineers.

Before ProdE

Before ProdE, every question about the product went to an engineer.

01

The agent only sees one repo

The coding agent knows the repo it is open in. The rest of the system lives in other repos it has never read.

02

Debugging starts in the service named in the ticket

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

03

The question lands on a senior engineer

Someone finds the owner, interrupts them, waits for the answer, then asks again when it does not quite fit. Leena's teams asked 15,272 of these in ten months.

For your engineers and their agents

Routine engineering work, handled.

Org-wide context for coding agents

Claude Code, Cursor and Codex read the system map over MCP before they touch code, not just the repo they are open in.

Architecture across service and repo boundaries

See which service owns a behavior and what a change touches, across services, endpoints and data flows, before you write code.

Bugs triaged and root-caused

Bug, expected behavior or a configuration issue, sorted before it reaches you. Jira bugs get a root-cause analysis posted back as a comment, and Sentry errors are traced across repos with a likely cause and a suggested fix for an engineer to review.

Docs and release notes from merged code

Release notes are written from what was merged, and internal docs are rebuilt when the code changes. Nobody writes them by hand.

For everyone who asks your engineers

Stop being everyone's help desk.

Product questions answered without you

PMs, support, customer success and sales ask ProdE in Slack, Teams or the web app. The answer comes from the code, with the files and lines it came from.

Fewer interruptions, more focus time

Repeat questions stop landing on senior engineers. They answer once, or not at all, and keep their time for building.

Explore other teams' services yourself

Engineers read how another team's service works without pinging its owner. Cross-service changes no longer need a coordination meeting.

Onboard without KT

New hires and engineers moving teams learn the system from ProdE, not from a senior engineer's calendar. Productive in days, not weeks.

In practice

How Leena AI, Attentive AI and DIRO use it.

53 repositories and 7 million lines at Leena. Hundreds of repositories, 29 active in ProdE, and 5 million lines at Attentive. 100+ microservice repos, 47 active in ProdE, at DIRO.
01

The agent reads the map first

103 people at Leena connect their coding agents to ProdE over MCP. The agent pulls the system map and the relevant code before it starts, so it works in the service that owns the behavior.

02

Errors arrive with a root cause

Attentive connected Sentry to ProdE. When an error fires, ProdE traces it across their repos and posts its analysis to Slack: the likely fix, or where to check next. An engineer reviews it and decides what changes.

03

Cross-service changes, no meeting

Engineers at Leena explore other teams' services on their own and trace issues across the stack, such as SMS delivery across five services. Cross-service changes no longer need a coordination meeting.

04

Surgical edits, not re-exploration

DIRO's engineers build with Claude Code with ProdE connected over MCP, so the agent looks up exactly what it needs instead of re-reading the codebase every session. Even small fixes that skip planning go through the MCP.

Leena AI

~850 hours of engineer time returned every month, five engineers' worth

Leena AI

104,666 agent tool calls from 103 connected coding agents in ten months

Attentive AI

40% of ProdE's traffic at Attentive is automated. Errors arrive with a root cause before an engineer looks

DIRO

1 day to get up and running, 40 days to company-wide adoption across PMs, engineering managers and engineers

"It did a great work in documenting complete flow. Specifically it separated and compared generic and client-specific implementations so well that anyone without KT will be able to understand the complete approach."

Aashish Gupta · Senior Software Developer, Leena AI
For your engineering team

Before you connect a repo.

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.