Evidence
Interface & evidence
A real surface area—not a mock. Scroll the story below for constraint, build, and outcome.
Story arc
How this shipped
Where wild ideas take flight and curiosity leadsThree beats: what pressed against the work, how the stack answered, and what changed once it was live.
I · Constraint
The brief
Validating app ideas requires expensive market research. Real user needs are scattered across forums, social media, and reviews.
II · Build
The craft
Built intelligent ingestion pipeline with deduplication, NLP-powered idea extraction, VADER sentiment analysis, and HDBSCAN clustering. FastAPI backend with 21+ endpoints, React dashboard with analytics.
III · Proof
What moved after launch
Clusters similar ideas automatically with evidence links. 3.5x performance boost via Redis caching. Security hardened with WCAG 2.2 compliant frontend.
Inventory