The Challenge
Research teams needed to connect participant responses with source transcripts and inspect the evidence behind generated findings.
My Contribution
I owned study-creation features across PostgreSQL models, Node.js APIs, React/Next.js screens, and support. I implemented agent workflows for editable interview guides and draft summaries, along with internal provisioning and support tools.
The Solution
Researchers created studies, prepared guides, and reviewed summaries linked to transcript evidence. LangGraph coordinated tool calls and transcript processing. Scheduled integrations also supported finance reconciliation exports and operational status checks.
Engineering Decisions
Evaluation checks and recovery from incomplete runs; internal provisioning, customer-support and GTM tools; scheduled finance reconciliation exports and API status checks; Vitest/Playwright release checks and operational runbooks.
What This Enabled
Research teams could review source evidence behind generated findings and edit AI-assisted study materials. Internal tools supported study provisioning and exception review.
