At Thriventree Consulting, I own end-to-end delivery of AI product solutions for customer operations, from gathering requirements and scoping MVPs to defining success metrics for engineering handoff.
I shipped an AI-powered resume-screening tool that cut manual evaluation effort by about 35%, and an automated ticket-classification system that reduced manual triaging by about 20%. I also present model performance and deployment trade-offs to stakeholders.
As a self-employed AI/ML Trainer & Workshop Facilitator, I designed and delivered curricula covering machine learning, NLP, and computer vision. That work included a computer vision model with 99.77% accuracy, and I represented the technical/product perspective on a panel alongside NITI Aayog, ISRO, and Dhruva Space.
My product case studies include a Zomato funnel and UX audit, an Airbnb India product-led growth strategy, a retention PRD for VitaFit: StreakSquad, and a B2B SaaS operations platform strategy. I’m building on a hands-on foundation in machine learning and NLP with product frameworks including RICE, JTBD, and PRDs.

