Product Engineering
PathPilot AI
AI Career-Matching Copilot
An AI career-matching copilot built end-to-end — chat or resume in, 8-12 ranked role matches out, each with plain-English reasoning and a live-streamed outreach pitch for the top 3.
Scope
Full product
Architecture, state, UI, and motion, designed and built as one connected system.
Challenge
Career-matching tools tend to demand lengthy questionnaires or return generic, unexplained suggestions. The goal was a fast, free path from ‘here’s who I am’ to ranked roles with real reasoning, with zero signup friction for a reviewer trying it cold.
Build
Built in Next.js App Router with real Gemini 2.5 Flash integration, not a mock: a four-question chat wizard or resume upload feeds a structured profile, roles are ranked with reasons via generateObject, and a live-streamed AI pitch is drafted for the top 3 matches. Supabase adds an optional upgrade path — magic-link or Google sign-in graduates anonymous localStorage data into a Postgres backend with row-level security.
Outcome
A complete AI product loop — profile extraction, ranked matching with reasoning, and a streamed personalized pitch — that works end-to-end for anonymous visitors with no paywall, deployed live on Vercel.















