Anonymized - strategy and production services firm
Proposals built from firm knowledge instead of a blank page
Pricing, prior work, and delivery knowledge lived across people, folders, and old proposals.
3xfaster proposal assembly
29%less time spent reconstructing delivery status
The firm did not need to turn professional judgment into a template. It needed to stop rebuilding the same context for every opportunity and engagement.
The system retrieves approved material, prepares a reviewable first draft, coordinates onboarding, and surfaces delivery exceptions. Commercial owners and delivery leads retain the final decisions.