30-second summary. Convoscope turns messy, multi-channel conversations into crisp briefs and next-step checklists—evidence-linked, explainable, and ready for action.
Tags: governance, nlp, python, retrieval, summarization, ui-ux
Categories: AI Systems & MLOps (Pragmatic), Data Products & Interfaces
Read the 2-minute overview
Problem. Information overload across channels makes status, accountability, and decision prep slow.
Approach. Lightweight ingestion → segment/label → summarize with guardrails → surface citations. Retrieval patterns with prompt+version control; simple UI for brews/briefs.
Impact. Shorter “Where are we?” meetings; clearer “what/why/next” briefs; traceable claims.
Governance. Dataset cards, prompt/version control, environment lockfiles, reproducible runs.
Deep dive
Problem
Information scattered across Slack/notes/Docs increases the cost of “what changed?” and “what’s next?”
Approach
- Ingest light; keep original sources and link back.
- Segment & label turns long threads into units; retrieve with task-specific indices.
- Summarize with rails: claims + citations, no “vibes.”
- UI for work: brief → next steps → owners.
Impact
- Reduced status time; teams arrive aligned.
- Brevity with traceability → leaders sign off faster.
Governance
- Dataset cards for each source; environment pinning; prompt/version diffing; automatic provenance on every claim.