Skip to main content
§ 01/ AI-NATIVE STARTUP PARTNER · HARSHIT (H1902Y)

I Help Startups
Build & Operate
AI-Native.

Lyzr AI (Enterprise OS)
PhonePe (Fintech PM)
IIT (BHU) Varanasi
ICAgile Instructor
I partner with Seed to Series B founders to architect model-agnostic agent loops into their product core and rewire internal operations for 10x throughput — eliminating SaaS subscription drag and hiring bloat.
Fractional CAIO & SprintsOpen Research (17)Closed Masterclasses (12 Seats)
Available for Sprints
🇮🇳 Bengaluru, IST
Harshit · Product Manager & Builder
AI-NATIVE STARTUP ARCHITECTURES◆AUTONOMOUS AGENT RUNTIMES◆INSIDE-OUT SOFTWARE SYSTEMS◆DETERMINISTIC AGENT LOOPS◆TECHNICAL RESEARCH DISPATCHES◆LYZR AI (CORE PLATFORM)◆PHONEPE (FINTECH GATEWAY)◆IIT (BHU) VARANASI◆BENGALURU, IST◆AI-NATIVE STARTUP ARCHITECTURES◆AUTONOMOUS AGENT RUNTIMES◆INSIDE-OUT SOFTWARE SYSTEMS◆DETERMINISTIC AGENT LOOPS◆TECHNICAL RESEARCH DISPATCHES◆LYZR AI (CORE PLATFORM)◆PHONEPE (FINTECH GATEWAY)◆IIT (BHU) VARANASI◆BENGALURU, IST◆
§ 02 · HOW WE PARTNER

The 3 Doors to AI-Native Execution

HARSHIT · h1902y
§ 01
OPEN RESEARCH
Open Technical Research
20 research dispatches on AI agents, tools and workflows, with interactive charts and copyable workflow blueprints.
FOR: For technical leads & builders evaluating LLMs, local tools, and developer infrastructure.
20 MDX Research Articles
Interactive Plotly Visualizations
Open-Source Workflow Schemas
Explore Open Research
§ 02
CLOSED COMMUNITY
Closed Community Masterclass
2-day live weekend workshops (max 12 seats) where PMs and engineering operators learn to build with AI agents and automation.
FOR: For founding engineering teams and PMs scaling their in-house AI-native build capabilities.
Readiness Diagnostic
Two-Track Live Curriculum
Hands-On Build Exercises
Explore Masterclasses
§ 03
FRACTIONAL CAIO
Fractional CAIO & Systems
1-week stack audits, 2–4 week build sprints, and part-time monthly support for teams building with AI agents.
FOR: For founders and teams, from idea stage to Series B, adding AI agents and automation.
1-Wk Agent Stack Audits
2–4 Wk Production Sprints
Monthly Embedded Retainers
Explore CAIO Offerings
§ 03 · SELECTED WORK & CASE STUDIESPROVEN SYSTEMS & PLATFORM TRACK RECORD

Core Platform Case Studies & Projects

Case studies from Lyzr AI, PhonePe, founder projects and teaching.

CASE #01
AGENT PLATFORM
Oct ‘25 – Sep ‘26·Remote
Lyzr AI· PRODUCTION VERIFIED

Lyzr AI

/ Member of Technical Staff · Product Manager

Lyzr ADK Rollout, Multi-Agent Templates, Partners Programme & Lyzr University

Product work on the core platform of a model-agnostic, enterprise-grade agent platform: rolling out the Lyzr ADK to developers, building the multi-agent template generator, running the Partners Programme, and setting up Lyzr University.

THE CHALLENGE

Getting developers, partners and learners to adopt an enterprise agent platform, alongside the existing Lyzr Studio.

WHAT I DID

Led the Lyzr ADK rollout over Lyzr Studio, built the template generator for multi-agent systems, ran the Partners Programme end to end with SIs, GSIs and consultancies, and set up Lyzr University and its Thinkific academy.

KEY DELIVERABLES:
Lyzr ADK rollout
Multi-agent template generator
Partners Programme (SIs, GSIs, consultancies)
Lyzr University on Thinkific
#Lyzr ADK#Multi-Agent Systems#Developer Adoption#Partner Programmes#Education
RESULTS
Developer Adoption40%+ in 3 mo
Funnel Efficiency+15%
Accelerator Admits25 / month
HOW I WORKED
01.Developer adoption as the measure of a platform launch
02.Templates to shorten the path from idea to a working multi-agent system
03.Partner and learner enablement alongside the product, not after it
Explore Sprints Matrix
CASE #02
PAYMENTS
Jun ‘22 – May ‘24·Bengaluru · On-site
PhonePe· PRODUCTION VERIFIED

PhonePe

/ Associate Product Manager I → II

Payment Gateway: Merchant Dashboard, Refunds & Notifications

Product manager on the payment gateway merchants use to collect payments: the payer interface and post-live merchant experience as APM I, then Payments-as-a-Service billing visibility and merchant settings as APM II. Promoted within a year.

THE CHALLENGE

Merchants raised avoidable queries about transactions, bulk refunds failed on repeat errors, and pending merchant actions went unnoticed.

WHAT I DID

Improved transaction filters and attributes, optimised the bulk refund flow, built notification workflows for pending merchant actions, drove a migration to current platform standards, and wrote SOPs and documentation for the support teams.

KEY DELIVERABLES:
Transaction filters & attributes
Bulk refund flow
Pending-action notifications
SOPs for TAM & PSE teams
#Payments#Payment Gateway#Merchant Experience#Refunds
RESULTS
Merchant TAT-50%
Success Rate+8 pts
Merchant Action+45%
Redundant Refund Attempts-30%
HOW I WORKED
01.Every change tied to a merchant metric: queries, TAT or success rate
02.Fix the flow and the documentation together
03.Work across engineering, support (TAM, PSE) and business teams
Explore Sprints Matrix
CASE #03
AI PRODUCTS
Jan ‘25 – Mar ‘25·Bengaluru · Remote
NxtJob.AI· PRODUCTION VERIFIED

NxtJob.AI

/ Product Manager

AI Product Strategy for a Job-Search Platform

Aligned AI product and feature strategy with business and revenue goals across the resume builder, interview prep and job-board products, and set up product practices that increased feature delivery by 25%.

THE CHALLENGE

An early-stage AI job-search platform needed its AI features tied to business goals, and a steadier way to ship them.

WHAT I DID

Mapped AI features to business and revenue goals, set up product practices from discovery to delivery, and helped shape the team around the roadmap.

KEY DELIVERABLES:
AI product & feature strategy
Product practices, discovery to delivery
#AI Products#Product Strategy#Career-tech
RESULTS
Feature Delivery+25%
Product Lines3
Engagement3 months
HOW I WORKED
01.Tie every AI feature to a business goal
02.A clear path from discovery to delivery
03.Shape the team around the roadmap
Explore Sprints Matrix
Explore All 6 Production Case Studies & Sprints Matrix
AI COPILOT