Inside the model: how Clever Clerk maps emails to projects

A peek under the hood at the signals we use to route a message to the right project — and how we keep it correctable.

Routing an email to a project sounds trivial until you account for forwards, re-subjects, and the contractor who replies from a personal address.

We’ve seen this play out across hundreds of projects: the teams that handle correspondence deliberately spend less time hunting and more time building. The rest inherit a mess they only notice when a claim lands.

Where teams get stuck

Most tools assume someone will keep them tidy. People won’t — not under deadline. The trick is to make the right structure the path of least resistance.