The ops team at Northwind used to spend Mondays assembling a status report no one fully trusted. Six dashboards and a wall of spreadsheets later, they replaced the whole ritual with a single question box, and got their week back.

Today we're shipping the feature the whole platform was built toward. Live Graph connects every tool you run into one continuously-updated, permission-aware model, and lets anyone on your team question it in plain language, with every answer sourced.

For two years we shipped answers from nightly snapshots. They were fast, wrong by morning, and quietly eroding trust. Here's how we moved to one continuously-updated graph, and what it taught us about latency, freshness, and the cost of "good enough."