Private follow-ups
Finalized utterances produce evidence-linked suggestions the builder can mark asked, answered or dismissed without triggering outbound meeting actions.
Builder Discovery Assistance — Prototype
An internal meeting-assistance prototype for private follow-ups and unresolved requirements, currently restricted to synthetic sessions.
My role
Implemented private discovery workflow tooling, model integration and explicit boundaries between presenter context and meeting output.
The problem
Discovery calls require builders to listen, track unknowns and ask useful follow-ups without exposing internal notes or letting an assistant speak for them.
The approach
Built preparation tooling and a separate presenter-only meeting service. Finalized transcript segments produce evidence-linked follow-up suggestions, while operator review controls the meeting bot's lifecycle and keeps suggestions out of participant-facing channels.
What it enables
Makes unresolved requirements and follow-up questions visible to the builder while preserving human control over the conversation. The service's enabled scope remains internal synthetic, listen-only testing rather than client production use.
The work,
and its boundaries.
Reviewed lifecycle
Operator authentication and review steps govern silent bot creation, recovery, leaving and transient-state purging.
Architecture
Preparation artifacts feed distinct local-script and typed web-service implementations; transcript ingestion, question generation, private projection and lifecycle state have separate responsibilities.
Scope
Internal, synthetic-session prototype with presenter-only suggestions. Participant chat, visual output, export and production deployment are not enabled.
Technology
- TypeScript
- Next.js
- Recall.ai
- OpenAI
- Python
- Telnyx
- OpenRouter
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