For engineering scale-ups

Scale your dev team without multiplying friction.

At 20+ engineers, informal communication breaks down. Knowledge isolates into sub-teams, docs rot after every sprint, and senior engineers spend half their time explaining legacy decisions.

Scale-Up Drift Audit
32 engineers
Cross-team knowledge silosResolved

Auto-generated walkthroughs cited to exact code lines

Continuous drift checksSenior interrupt reduction

Eliminate knowledge silos as you scale

The problem

Sound familiar?

Cross-team knowledge silos

Team A doesn't know how Team B's service works, leading to duplicate work and broken boundaries.

Documentation drift

As merge volume surges, wiki documentation falls behind until nobody relies on it.

Senior engineer burn

Staff and tech leads spend hours answering repeat Slack questions and reviewing off-pattern PRs.

The fix

What your org gains

System-wide architecture maps

Auto-generated walkthroughs cited to exact source code lines across all team modules.

Drift catching on merge

Detects when code moves ahead of docs and opens Friday Cleanup PRs automatically.

Self-serve codebase search

Teammates and AI agents get source-cited answers directly without DM interrupts.

FAQ

Questions, answered

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