01 Verve / AI assessment & reporting
Complex information.
Clear next steps.
I architected Verve and wrote its core code, including OpenAI-based RAG pipelines that turn surveys and documents into stakeholder reports and practical improvement plans.
As a founder and the CTO, I led product planning, architecture, and core implementation through a live release in six months, as part of a three-engineer team.
assessments
source material
Workflow sketch
Behind the delivery
I owned the architecture, core implementation, and engineering delivery. Beyond connecting an AI model, the work included prompt engineering, confidence tests for generated outputs, and task-specific model selection to balance quality and cost.
The result was a live product delivered in six months by a three-person team, helping nonprofit organizations turn assessments into practical action.
