# Pallavi Gupta — Product Manager Portfolio > https://pallavigupta.com Pallavi Gupta is a Product Manager with 10+ years of experience spanning product, full-stack engineering, and business partnership across B2B/B2C SaaS startups. She specializes in 0→1 AI-native products and operates with an AI-native PM workflow. ## Work - /work/hash-health — Hash Health AI Nutrition App: improved onboarding from chat-based to goal-driven flow, achieving 82.76% onboarding completion and 70% activation rate. - /work/loft — Loft AI Discovery: joined as first PM hire, ran discovery interviews, reframed the problem from organization to retrieval, rewrote the entire product scope. - /work/ai-copilot — Loft AI Execution: shipped V1 in 12 weeks through AI evals, prototyping, and cross-functional delivery. Share-sheet feature now handles 82.4% of all bookmarks. - /work/notification-engine — Hash Notification Personalization Engine: LLM-powered push notification system with 5-layer personalization framework. - /work/onboarding — Hash Onboarding redesign. ## Writing - /writing/the-apple-and-claude-code — "The Apple and Claude Code": a piece on building with AI tools. ## How I Use AI Claude Code, Cursor, and custom LLM workflows integrated throughout the PM process — from discovery to spec to delivery. ## Contact Open to PM roles. Based in Toronto. No sponsorship needed. LinkedIn: https://www.linkedin.com/in/pallavigupta811/ Resume: /assets/resume/resume-pallavi-gupta.pdf