AI Product Manager · Los Angeles
Amita
Kumar
AI Product Manager
AI-native PM with strong product intuition, evaluation expertise, and hands-on prototyping experience using LLMs, agents, and workflow orchestration tools.
AI Product Manager
AI-native PM with strong product intuition, evaluation expertise, and hands-on prototyping experience using LLMs, agents, and workflow orchestration tools.
A track record across five companies and four industries, with real numbers at every stage.
Faster buyer/seller resolution via Automatic Makegoods. AI evaluates missed impressions and auto-accepts or declines, cutting manual reconciliation by 60% and improving decision accuracy.
Delivery velocity increase across squads by incorporating AI tools into product workflows, reducing spec development time and accelerating release cycles.
Reduction in losses via an ML-powered negative margin detection system built with data science, identifying at-risk players and driving a 12% revenue lift through AI-driven segmentation and offer optimization.
Improvement in at-risk player detection via a behavioral purchase controls system with layered rules and cooling-off logic, reducing manual review workload by 50%.
ARR growth by translating customer interviews and lifecycle data into features that improved adoption, retention, and long-term platform value across a two-sided B2B2C marketplace.
Reduction in manual campaign creation work via a SaaS automation product, plus a 22% increase in signups through UX overhaul and data-informed onboarding redesign.
Explore my work building AI-powered products and intelligent automation systems.
Snap a photo of yourself, share your goals and lifestyle, and get a personalized nutrition and training plan built around you as a whole person. Computer vision meets behavioral context for health recommendations that actually fit your life.
An AI agent that automates the full campaign setup and optimization loop, from brief to trafficking, with human-in-the-loop approval gates. Built on deep programmatic advertising domain expertise with a working prototype and full product spec.
A visionary PM concept using neuroimaging data and ML to match patients with depression and anxiety to targeted treatment pathways, moving mental healthcare from trial-and-error toward precision medicine. Full PRD with ethical framework and go-to-market.
I'm Amita Kumar, a Product Manager with 6+ years building products across Ad Tech, Gaming, and SaaS. I've consistently shipped features that drive measurable impact, from AI-driven player segmentation that lifted revenue 12% to automated reconciliation systems that cut manual work by 60%.
What sets me apart is that I don't just manage AI features. I build prototypes myself using Claude, n8n, and Cursor to validate concepts before committing engineering resources. This hands-on approach means I move faster, write better specs, and have more credible conversations with technical teams.
My focus areas include intelligent automation, workflow optimization, and AI-assisted decision systems, built with clear success metrics and real user impact.
Define the rubric before you ship the feature. Without clear evals, you're flying blind. I build scoring frameworks first, then iterate until the product consistently meets them.
The best AI products orchestrate multiple specialized agents, not single LLM calls. I design systems where agents handle research, synthesis, and validation in coordinated loops.
AI should solve real problems, not showcase capabilities. I prioritize features that demonstrably reduce friction or enable new possibilities, measured through clear metrics.