AI module Offer Librarian
Offer Librarian: the client problem came first.
Old offers, angles and claims were being rediscovered badly because the business had no memory it could actually use.
client problemworking moduleoperator review
Built from a real problem Offer Librarian
The work behind the module.
I built a module that keeps past offers, claims, caveats and outcomes attached to the work.
The next campaign starts with receipts. Less accidental repetition, fewer old mistakes wearing fresh clothes.
It reads the source material, handles the repeatable work, and stops for review before judgement or money gets involved.
live systemhuman reviewreceipts attached
“A demo can look clever. The working system has to hold up when the week gets messy.”
Bring the messy version. I’ll tell you where I’d start.
The FOMO, the half-built experiment, the workflow that keeps nagging at you: bring that. We’ll shape the first build from there.