graph by datavruti
mygraph.id/manavbhardwaj63

Manav Bhardwaj

Product Manager

Building since Jun 2022 (4+ yrs)
LinkedIn
Headline

A functional Product Manager who owns end, to, end product logic—defining workflows, edge cases, and escalation criteria for engineering—while also prototyping AI systems hands, on when speed, to, concept demands it. I am this person.

+25%Retention / NPS Impact

D30 retention

60%ROI

manual support dependency down

Represented Roles

Specialized Functions & Roles.

Engineering capabilities and specialized roles demonstrated across real production work.

AI Product Manager

Primary Role

Founding Product Manager

Growth Product Manager

Fintech Product Manager

Signals

Live in Production.

Each signal ties back to a specific, evidenced moment.

Built

2 moments

Systems shipped end-to-end, from schema to deploy.

  • •Shipped an agentic support workflow that cut manual support load
  • •Shipped a voice, and, text AI version of himself

Scaled

1 moment

Taken from prototype to real production volume.

  • •Took a consumer app from zero to 150K+ users with no CTO in place

Learned

1 moment

New tools and depth picked up on the job.

  • •Studying how AI, native products scale beyond 0, to, 1
Growth trajectory

Manav's career, mapped.

A timeline of milestones captured directly from real work.

  1. Started translating business problems into structured plans

  2. Moved from consulting into product

  3. Took ownership of a live marketplace's product surface

  4. Became the sole product decision-maker at an early-stage startup

  5. Started shipping AI directly into production workflows

  6. Started building AI products hands-on, solo

  7. Took on compliance-heavy fintech product ownership

Stack

Daily tools.

What Manav actually reaches for, pulled from the tags attached to captured moments.

Work

Key Work By Role

What they built, shipped and owned at each role, with impact numbers where there are any.

Kredyble

Product Manager · Oct 2025 - Present

Thryl

Product Manager · Sep 2024 - Oct 2025

Took a consumer app from zero to 150K+ users with no CTO in place

Owned the full product lifecycle as founding PM with no CTO in place, covering discovery, scoping, requirements, launch, and post-launch iteration, scaling from 0 to 150K+ users in 2 months.

Scaled 0 to 150K+ users in 2 monthsDelivered 4 major releases across 6 parallel workstreams
Stack:0-to-1Founding PMGrowthAgile
View case study

Shipped an agentic support workflow that cut manual support load

Deployed a GenAI, powered agentic support workflow with LLM, backed response generation, intent classification, confidence scoring, and escalation logic for an early, stage product, where the priority was validating that the agent could reliably handle repetitive support queries rather than chasing raw ticket volume. Defined AI workflow requirements with human, in, the, loop controls and evaluation criteria, focusing on intent classification accuracy and confidence, based escalation to balance automation quality with safe handoff to human agents. Lower, confidence or critical cases were routed to human agents, and the workflow reduced manual support dependency by 60%.

Reduced manual support dependency by 60%Grew DAU by 30% through structured A/B experimentation
Stack:GenAIAgentic WorkflowsHuman-in-the-LoopLLM
View case study

OfficeBanao

Associate Product Manager · Sep 2023 - Jun 2024

Renix Informatics

Product Intern · May 2023 - Jun 2023

Enwisen Global Advisors

Business Consultant · Jun 2022 - Aug 2023
Outside Work

Side projects, open source & publications.

Independent builds, open-source contributions, technical writing, and experiments beyond the day job.

Side project

AI Voicebot + Chatbot Portfolio Assistant

Built and launched an AI version of himself that recruiters can interact with by voice or text, end-to-end using ElevenLabs, Groq-hosted LLaMA 3.3, and a FastAPI/MongoDB backend, with no engineering handoff.

Side project

DocExtract AI

Built a GST invoice OCR pipeline using the Claude Vision API for structured data extraction and automated validation, iterating on prompts and workflow behavior for real document-processing use cases. Ran a head-to-head evaluation of two AI model providers on accuracy and cost before migrating to production.

Side project

Groq Equity Analyzer

Built a 6-indicator equity signal engine on Groq/LLaMA 3.3, defining performance SLAs and AI-call governance around latency, cost, and reliability.

Side project

EVIFY

Defined product scope, rider app flows, and real-time tracking for 200+ active fleet users; authored PRDs for SLA workflows and automated payouts with Engineering.

Experiment

Scaling AI Product Workflows

Experimenting with AI, native product workflows and trying to understand what changes when moving from 0, to, 1 into the 1, to, 10 and 10, to, 100 phases, such as real users, stronger processes, larger datasets, more edge cases, and higher reliability requirements.

Experiment

LLM Workflow Tinkering

Continuing to experiment with document intelligence, conversational agents, and LLM workflows, focusing on evaluation, reliability, cost, and deciding when to automate versus keep a human in the loop.

Learning

Formal record.

  • AI Product Management Bootcamp
    2025
  • Product Management Bootcamp
    UpGrad
    2022 - 2023
  • Bachelor of Business Administration
    Gujarat Technological University
    2018 - 2021
Activity heatmap

A record of momentum.

A combined view of Manav's activity across the tools used daily.

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Profile last updated 1 month ago.

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