PGP TBM @ Masters' Union '26 Ex-Business Analyst

AI PRODUCT · STRATEGY · EXECUTION

I turn messy problems into things worth building.

Operating at the nexus of People × Product × Technology × Business. Bridging founder-level ambiguity with razor-sharp telemetry, automated zero-to-one prototypes, and reliable commercial execution.

CORE ENGINES:

Product Management Founders' Office Ops Unit Economics & Modeling Rapid 0→1 Validation

Masters' Union '26 Ex-BA

✓ Verified

Harshit Chebolu

AI Product · Strategy · Commercial Execution

⚡ Ready to Build

💡 OPERATING PHILOSOPHY

“Problems aren’t solved in code or spreadsheets first. They are solved by asking: What problem are we actually trying to solve, for whom, and why does it matter?”

01 Problem → 02 Insight → 03 Strategy → 04 Product → 05 Result

harshit@workspace: ~/curiosity-engine

⚡ Online

⚡ "Better systems, happier people."

80% Strategy · 20% Creative Spark

💻 execution_runtime.py Python 3.11

def ship_impact(problem, stakeholders):
    hypothesis = synthesize_ambiguity(problem)
    prototype = build_with_claude_and_code(hypothesis)
    return iterate_fast(prototype, metric="Measurable Value")

100% Ownership

0 → 1 Builder Mind

< 48 hrs Prototyping Loop

💡 03 / THE METHOD — HOW I NAVIGATE AMBIGUITY

A four-phase operating heuristic.

When stakes are high and specs are missing, this is the cognitive framework I deploy to cut through chaos.

01

?

FOUNDATION

Start with the problem.

Before jumping to architecture or design: What is actually broken? Who genuinely cares? And what happens if we do nothing for 12 months?

✓ Eliminates vanity work

02

☊

SYNTHESIS

Find the signal.

Synthesizing telemetry logs, user gripes, financial margins, and stakeholder dynamics to separate what is merely loud from what is commercially decisive.

⚡ Isolates high-leverage levers

03

⊞

PROTOTYPING

Make it tangible.

Translating vague debates into concrete artifacts: rapid clickable prototypes, crisp 1-page PRDs, unit economic models, and testable falsifiable hypotheses.

🔗 Forces team alignment

04

◎

PERSISTENCE

Keep pushing.

Comfortable staying inside the zero-to-one fog. Pulling at the loose threads of an edge case until the systemic block clears and momentum takes over.

✦ Turns ambiguity into clarity

05 // ACADEMIC FOUNDATIONS

The Theoretical Engine

Jun'26 — Present Gurugram

Masters’ Union

PGP in Technology & Business Management

Building fluency across modern business models, hands-on venture incubation, corporate turnaround strategy, and scaling venture-backed products.

💼 Strategy & Venture Scale

Aug'23 — May'25 Dearborn, MI, USA

Univ. of Michigan–Dearborn

MS in Engineering Management

Where rigorous systems engineering collided with quantitative market economics, team governance, and decision-tree risk mitigation.

🔗 Systems & Leadership

Jul'21 Completed Manipal

Manipal Institute of Tech.

B.Tech in Computers & Comm. Engineering

The foundational engineering anchor behind how I conceptualize distributed networks, distributed computing protocols, and API infrastructures.

💻 CS & Distributed Systems

02 // IN THE TRENCHES

Selected Industry Impact

Proven history of unravelling complex workflow constraints, architecting high-converting software features, and maintaining engineering momentum.

Workgaze

Founders' Office / Remote Teams

📅 Aug 2025 – May 2026 📍 Farmington Hills, MI, USA

Product Ops & Project Management Intern

“My first real lesson in product: more features rarely yield a better product.”

😊

+15% Beta User Satisfaction

Attained via radical feature pruning and onboarding reduction

✓

100% On-Time MVP

Preserved launch date by defending scope boundaries

💬 Integration Mapping

Mapped 500+ frontend-backend integration points, improving development planning and end-to-end feature traceability.

⚖️ Kano Modeling & Scope Control

Classified features into 'Must-Have' utility vs 'Delighters'. Successfully negotiated deferring 4 speculative modules to Phase 2 to guarantee launch stability.

⇆ MVP Delivery & Feedback Loops

Coordinated UI design and sprint velocity, ensuring the initial closed-beta shipped on the exact scheduled date with zero blocking regressions.

B2B SaaS Kano Analysis Beta Testing Scope Pruning

Anand Rathi Wealth

Private Wealth Management | Digital

📅 Dec 2022 – Jul 2023 📍 Mumbai, India

Business Analyst

“Where I learned to turn messy user problems into high-conviction product decisions.”

⏱

20% Faster

Sprint cycles in a platform hosting 10k+ client accounts

⊞

42% TAT Improvement

By redesigning Relationship Manager workflows and training on new features

🌱 Discovery & Prioritization

Synthesized ambiguous stakeholder asks into deterministic sprint goals. Filtered incoming advisory feature requests strictly on customer enterprise value vs engineering capacity.

⚙️ AUM Reconciliations

Strengthened platform data integrity by migrating and reconciling ₹50Cr+ AUM across legacy and modern wealth systems.

💻 Engineering Execution

Worked directly inside squad standups, providing crystal-clear acceptance criteria and edge-case documentation that cut sprint churn and accelerated delivery by 20%.

WealthTech Wealth Portfolio B2C App UX Overhaul Agile Sprints AUM Reconciliations

Dr. Lal PathLabs

Healthcare Diagnostics | Digital Initiatives

📅 Aug 2021 – Jul 2022 📍 Gurugram, India

Graduate Engineer Trainee (Associate Product Manager)

“Where high-volume healthcare operations and patient anxieties met digital system design.”

↺

+25% Retention

Through customer loyalty solution & campaign manager

👥

10,000+ Labs Onboarded

Walk-in labs adopted Queue Management System implementation

📈 Customer & Funnel Discovery

Audited multi-channel drop-off patterns across SMS, mobile app, and portal report downloads, locating drop-offs caused by authentication friction.

🔗 Product & Systems Strategy

Conceptualized and documented simplified report access without requiring dense app installs, optimizing mobile web latency for regional bandwidth constraints.

⇄ Field Ops & Diagnostics Telemetry

Connected home-collection phlebotomist scheduling logistics with live tracking alerts, radically trimming inbound call center inquiries.

B2C Healthcare Diagnostics Customer Retention Logistics Integration Feature Onboarding

Goldman Sachs

FinTech Enterprise & Global Markets

📅 Feb 2021 – Jul 2021 📍 Bengaluru, India

Operations Analyst - Summer Intern

“Bridging complex financial transaction infrastructure and regulatory workflows with high-integrity data systems.”

⚙️

99.9% Reliability

Streamlined critical trade reconciliation pipeline

💵

$10M+ Daily Volume

In asset transaction flows monitored and piped into workflow

📐 ML Enablement - Dataset

Analyzed Client-team mailboxes to categorize incoming trade requests by function to form a Train-Test Dataset for the in-house auto classifier pipeline.

⇄ System & Workflow Architecture

Designed Alteryx Automation pipeline for the top 80% of failed trade error reports by monitoring the top 20% reasons of why trade requests fail.

📊 Trade Reconciliations

Strengthened platform integrity by reconciling Balance breaks of Tier-1 clientele, mapping errors to root causes.

Capital Markets Data Reconciliation ML Dataset Formation SQL / Python Workflow Automation

⭐ PROOF IN PRODUCTION

Selected Flagship Case Studies

View Complete Archive →

Venture Ownership Live Commercial Venture E-Commerce Architecture Vendor Operations Unit Economics

Pixbeat — Rapid E-Commerce Dropshipping Venture

Conceptualized, launched, and scaled a high-tempo retail dropshipping operation from scratch. Tested 10 distinct consumer product hypotheses through rapid Facebook ad iterations, identifying 3 runaway winning verticals. Orchestrated supplier management across 4 vendor partners with automated stock level sync and delivery orchestration.

VENTURE SCORECARD

INR 2.5L+

Gross GMV

VOLUME

64

Orders Shipped

EXECUTION

100%

Fulfillment Rate

🚚

4-5 Day Pan-India SLA

Zero fulfillment fallout across Tier 1 and Tier 2 cities.

👥

7-Member Cross-Functional Squad

Led ad creatives, checkout optimization, and customer tickets.

✓ Real P&L Ownership · Positive Contribution Margin Read Case Study →

Product Design Game Mechanics Information Architecture

Who’s That Pokémon? — Deductive Logic Engine

Designed and built an engaging mystery creature deductive engine inspired by Wordle and Pokédle. Users solve for a hidden target using layered attribute feedback loops — evaluating Type, Generation, Evolution Stage, Weight, and Height per attempt with algorithmic hints.

📊 Multivariate Clue Matrix

Directional feedback on generation, weight deltas, and dual typing matches.

📈 Engagement Loops & Streaks

Zero-friction daily challenge reset with native shareable scorecards.

</> Vanilla JS · Rest PokeAPI · State Management Try Interactive Engine 🎮

UX System Logic Deductive Gameplay

GUESS: Gengar 3/6 Guesses Remaining

Ghost/Poison

Gen 1 ✓

Stage 3 ✓

Weight ↓

🎮 The 20% Creative Spark

Same brain. Different tabs.

When I’m not synthesizing product strategy or running venture unit economics, you will find me reading deep-dive lore, writing speculative fiction and poetry, dissecting indie game mechanics, and experimenting with tiny scripts. The creativity fuels the execution.

📖 Writing & Poetry 🎮 Gaming Lore & Mechanics 🔬 Pixel Art & Mini-Hacks ☕ Coffee & Curiosity ⭐ Reviews & Ratings

Explore Side Quests → ⭐

The Creative Playground

Read essays, reflections, and play interactive mini-experiments.

⚡ LET'S COLLABORATE

Looking for an AI PM or Founders’ Office operator who turns customer noise into a ship-ready product?

Available for ambitious roles shaping 0→1 initiatives, unblocking roadmaps, and executing high-velocity strategic projects.

Initiate Conversation → ⊞ View Project Case Studies