About

I sat across from customers for a decade. Now I build for them.

For nearly ten years I sat across from doctors, hospital procurement heads, and clinic owners — not just selling, but solving. I learned what a bad product experience costs at the ground level, and what a good one creates: trust, loyalty, and compounding revenue. That instinct — being the bridge between customer reality and product teams — is what pulled me into AI Product Management.

At a leading B2B healthcare marketplace I scaled monthly revenue from ₹5 Lakhs to ₹2.25 Crore — a 45x jump — while leading a 52-member team, channelling structured customer feedback to product and tech, and running GTM for new categories. I was already doing product work; I just didn't have the title.

So I taught myself to ship. Today I design, spec, and build AI products end-to-end — three of them so far — pairing real market exposure with hands-on fluency in LLMs, agents, and modern AI tooling.

Bhavesh Mapara
The through-line

What drives my work

🎯

Customer empathy at scale

Thousands of real B2B conversations. I build from ground truth, not assumptions.

💰

Commercial instinct

A decade owning revenue means I know what actually moves the needle.

🤖

Hands-on with AI

I don't just spec AI features — I've shipped production-grade AI prototypes.

⚙️

Systems over one-offs

Repeatable engines — scoring, workflows, compliance — not band-aids.

Capabilities

Skills & toolkit

Product Management

Product StrategyRoadmappingProduct DiscoveryPRD WritingUser ResearchGTM StrategyExperimentation / A-B TestingProduct AnalyticsPrioritizationStakeholder ManagementAgile / Scrum

AI & Technical

LLMsAI AgentsRAGPrompt EngineeringEvalsGenerative AIVoice AIAI Product LifecycleRapid Prototyping

Tools

Claude CodeChatGPTGeminiLovableChatPRDFigmaElevenLabsSarvam AIWhimsicalNotebookLMAntigravityVercelJiraNotionMixpanel
Journey

Career timeline

2024 → Now

Building AI products & AI PM transition

Conceived, spec'd, and shipped three AI products (voice agent, sales CRM, call-QA). Formalising the craft through the BITSoM × Masai AI product management program and building in public via AIX Products.

3 AI productsPRDs & deliveryGenAI
2023 → Now

Sr. B2B Sales Specialist → Acting Assistant Manager · Medikabazaar

Scaled monthly revenue 45x (₹5L → ₹2.25Cr), led a 52-member team, acted as voice of customer to product/tech, and drove GTM for new categories.

45x revenue52-member teamGTM
2020 → 2023

Inside Sales Specialist · Toothsi / AMPA / GlowTribe

Built and led a 32-member counseling team from scratch; designed onboarding, call frameworks, and performance systems for a high-growth consumer-health brand.

32-member teamProcess design
2016 → 2020

Sales & customer roles · PolicyBazaar, Tech Mahindra, FirstSource

A decade-long foundation in high-volume B2B/B2C sales, data-driven funnel optimisation, and award-winning customer service.

Funnel optimisationTeam leadership
Education & certifications

Learning, on the record

🎓 B.Sc. Information Technology

Ghanshyamdas Saraf College of Arts & Commerce, Mumbai · 2019

🤖 Product Management with Generative & Agentic AI

BITSoM (BITS School of Management) × Masai · in progress

🚀 AI Launchpad 2026

Interview Kickstart · mentored by senior FAANG product leaders

📊 Product Management Assessment

LearnTube.ai · scored 90%, Top 10% globally · + Generative AI Mastermind (Outskill)