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Driving Business Impact with Innovative AI & B2B Products

Lead Product Manager | 0-1 Specialist | Tech-Native Thinker

Lead Product Manager with 6+ years of experience building AI-powered B2B SaaS, mobile apps, and analytics-driven platforms. With experience across workforce tech, fintech, cloud tech, social impact, and enterprise data systems, I bring a rare mix of GenAI expertise, rapid prototyping ability, technical depth, and user empathy.

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350K+ Users Scaled
2X Adoption Rate
6+ Products Managed
Ravinder Kumar

About Me

Combining Engineering Foundations with Business & Product Strategy

I am a Lead Product Manager who thrives at the intersection of business logic, high-performance data engineering, and cutting-edge Generative AI. With an educational background of a B.E. in Computer Engineering from Delhi College of Engineering (DCE/DTU) and an MBA from IIM Rohtak, I bring deep technical intuition together with strong commercial strategy.

My product philosophy centers on outcomes rather than features. Throughout my career, I've successfully scaled voice-based AI platforms, launched fintech micro-loans, built data lakes with real-time Looker/Tableau insights, and led engineering/design squads of up to 25-30 members using outcome-driven Agile frameworks.

I'm heavily immersed in the Agentic AI space, actively building LLM evaluation systems (AI Release Intelligence Platform), prompt evaluation frameworks, RAG workflows, and testing local LLM orchestration to build practical solutions for modern enterprise workflows.

Product Leadership & Strategy

Product Strategy Go-To-Market (GTM) Product-Led-Growth OKRs & Metrics Tree Roadmapping Portfolio Management

Technical Product Management

APIs & Webhooks SQL & Data Schemas ETL & Data Pipelines Serverless Architecture Agile & Sprint Velocity Jira & Linear

AI & LLM Product Management

GenAI & LLM Applications LLM-as-a-Judge Evaluation Voice AI & Speech-to-Text Agentic AI Workflows RAG Architecture Prompt Engineering

Data & Analytics

PostHog & Mixpanel Looker Studio Tableau & PowerBI SQL Database Querying BigQuery Data Lakes

My Journey

A track record of driving impact and continuous growth

May 2025 - Present
New Delhi, India

Product Builder

Independent Venture
  • Conceptualized and developed AI-native product prototypes across customer support, recruitment, and developer workflows, including FeedbackFlow, AI Job Intelligence Platform, and AI JS Platform.
  • Developing AI Eval Studio (AI Release Intelligence Platform), an LLM evaluation platform focused on test scenarios, prompt regression, LLM-as-judge evaluation, hallucination, latency, token usage, and cost analysis.
  • Built hands-on with LLM APIs, FastAPI, Next.js, PostgreSQL, serverless workflows, and webhooks.
  • Developed an LLM-powered customer feedback workflow (~70% reduction in manual triage effort in testing).
  • Researched and published product/technical breakdowns on AI agents, LLM evaluation, and AI-native UX reaching 5K+ technology professionals.
Aug 2022 - Jan 2025
Remote, India

Lead Product Manager / Senior PM

Good Business Lab
  • Led product strategy and execution across a portfolio of B2B/enterprise products (5 products), partnering with cross-functional teams of up to 25-30 members.
  • Inache Worker Cloud: Transformed and scaled multilingual worker communication platform into a Voice AI product serving 350K+ users; Gemini-powered transcription/translation boosted accuracy by ~30%, 2x adoption, and 90% CSAT.
  • Flexi Salary Advance: Led 0→1 development of Earned Wage Access fintech product from discovery to launch in under 6 months; achieved ~30% pilot utilization and reduced worker attrition by 10-12%.
  • AI Job Intelligence Platform (HelpingJobSeekers.org): Conceived and led development of an AI-assisted job search and application intelligence platform.
  • Led high-performing cross-functional teams (APMs, engineers, designers, QA, sales, marketing), improving release velocity by ~50–60%.
Nov 2021 - Apr 2022
Noida, India

Associate Product Manager

Provana
  • Owned compliance workflow modules and automation pipelines for a B2B SaaS platform managing enterprise US debt collection and legal workflows.
  • Collaborated with backend architects to redesign core data reconciliation scripts, improving cross-system data sync accuracy by ~50% and reducing latency by ~80%.
  • Authored technical API specifications, data mapping schemas, and user stories for third-party billing and reporting integrations.
Apr 2020 - Oct 2021
Noida, India

Product Manager - Data Platforms

Prismberry Technologies
  • Led 0-to-1 development of an enterprise investment management platform tracking Mutual Funds, Govt and Private Bonds, NCDs, ETFs, and fixed deposits.
  • Automated financial data ingestion by designing custom ETL scrapers across national exchanges, saving institutional analysts 5+ daily hours.
  • Spearheaded data modernization initiatives (Microtek) processing 1M+ daily raw data via Google ELT pipelines, decreasing query response times by 90%.
2017 - 2019
Rohtak, India

Master of Business Administration (MBA)

Indian Institute of Management Rohtak (IIM Rohtak)
  • Majors in Management Information Systems (MIS) & Marketing (Dual Specialization).
  • Minor in Corporate Strategy & Consulting.
  • Led student committees and analyzed digital business monetization strategies.
2008 - 2012
New Delhi, India

Bachelor of Engineering (B.E.)

Delhi College of Engineering (DCE / DTU)
  • Major in Computer Engineering.
  • Solid foundation in Algorithms, Object-Oriented System Design, Database Management, and Network Security.
  • Created early software projects and developed tech-native engineering mindset.

Product Portfolio

Explore professional case studies, personal AI apps, and active work samples

Professional Case Studies

~400k workers · 150 factories

Inache: Worker Voice Cloud

Transformed a fragile worker-feedback pilot into a scalable enterprise platform with Gemini-powered Voice AI audio transcription and automated ticket triage.

Voice AI (Gemini) Enterprise SaaS B2B2C
Case Study
30% Txn Rate
Internal App

Flexi-Salary Advance

A B2B2C earned wage advance app for low-income and gig workers. Built from 0 to 1 in 3 months and integrated secure secondary logins via QR code.

Fintech API Integration Razorpay
25k+ Candidates · 4 Experiments

HelpingJobSeekers.org

An AI-powered job discovery & recommendation experimentation platform built as part of a University of Michigan research initiative for blue-collar workers.

AI Recommendations Experimentation Auth0 IAM
Case Study
3-Month Revamp

Pratibha (STITCH) LMS

A mobile skill mapping app and localized learning management system designed to assess and elevate frontline factory workers into supervisors.

LMS Multilingual TTS Vendor Management
5x Time Saved
Govt Entity

Enterprise Investment Monitor

Consolidated investment tracking solution built for a governmental finance committee to monitor NCDs, Bonds, ETFs, and bank deposits.

ETL Scrapers Portfolio Analytics SQL Server
90% Query Boost
Enterprise Lake

Data Modernization (Microtek)

Centralized manufacturing and sales data pipelines from localized clusters into Google BigQuery, feeding real-time corporate Tableau dashboards.

BigQuery Tableau BI Data Governance

Personal AI Experiments

Open Source

AI Release Intelligence

An end-to-end AI Product Management platform for evaluating prompt variants, datasets, LLM-as-a-judge scoring, and automated release recommendations.

LLM Eval LLM-as-a-Judge OpenRouter
Open Source

Feedback Flow

An automated, AI-powered system designed to ingest bulk customer emails and feedback transcripts, analyze sentiment, categorize intent, and route high-priority tickets to target slack channels.

Node.js Gemini API Slack Webhooks
Live Platform

AI JS Platform

An intelligent, serverless JS screening portal. It uses structured LLM interview prompts to conduct live coding evaluation, auto-grade submitted code, and generate performance reports.

React.js Serverless Fns AI Evaluation
Explore Interactive CMS Portfolio

What can I do for you?

Flexible engagement models tailored to your product growth & build stage

Full-time PM

Lead or Senior Product Manager owning product strategy, 0-to-1 launches, roadmap prioritization, and team execution for AI, B2B SaaS, and data platforms.

Consulting or Freelance PM

Hands-on product advisory on hourly or project basis—assisting with GTM strategy, product discovery, PRDs, backlog prioritization, and analytics setup.

Ask for a free Product review

An outside-in UX and AI product review evaluating onboarding friction, credit transparency, user intent flows, and actionable optimization opportunities.

Fractional PM

Part-time product leadership for early to growth-stage startups needing strategic direction, sprint cadence, and AI feature scoping without full-time overhead.

AI product builder

Rapid prototyping of LLM workflows, RAG pipelines, API integrations, and agentic applications—turning product concepts into functional code fast.

Get In Touch

Have a question or looking to build together? Drop a message!

I am actively exploring Lead & Senior Product Manager roles, advisory consulting, and AI product building opportunities. Let's discuss how we can solve product problems together.

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