Frontline agents were spending the negotiation itself navigating dense product details instead of negotiating. The build was a conversational assistant that surfaced the right specifics in the moment — plus an internal AI design playbook so future teams didn't have to re-derive prompt patterns from scratch.

Piloted with agents; moving into production.