Business context
Sales reps were switching between notes, email, and CRM updates after each meeting, which delayed follow-up quality. The team needed a consistent workflow that captures meeting context quickly and pushes usable output to existing tools.
Challenge
The challenge was combining speed and structure without forcing reps into rigid data entry after every call. The system needed to preserve natural voice capture while still producing actionable, standardized outputs that teams could trust.
Solution direction
We built a full-stack workflow where short voice captures are transcribed, processed through AI summarization pipelines, and returned as structured recap blocks with tasks and follow-up drafts. Output formatting is optimized for quick reuse in CRM timelines and email responses.