About Me

I'm a Product Manager who codes with 4 years 1 month of experience. Started as a Full-Stack Engineer at Mr.Cooper Group (NASDAQ: COOP), spent 3.5 years building PyroAI — an ML infrastructure that processes millions of mortgage documents. Led the initiative that cut a 68-person annotation team down to 38 and reduced 8-hour tasks to under an hour. 800% efficiency gain.

After shipping code, I wanted to understand the business side. Got my MBA from Masters' Unionwhile building Docupull (Top #3 on Product Hunt, $800 MRR), and two D2C ventures — Rugshak (₹3L in 3 months) and Bambaii Foods (₹6.6L in 6 months). Learned sales, marketing, and operations the hard way.

Now at VMart Retail (NSE: VMART), I lead AI automations across 500+ stores and 10K+ employees. Previously worked in the CEO's office on strategic initiatives. I'm technical enough to architect systems and hands-on enough to ship code daily.

What drives me: Building 0→1 products that solve real problems. I've participated in 25+ hackathons, published IEEE research, built ML models in production, and I still write code every day. Looking for my next Builder PM role where I can turn ambiguity into shipped products.

Srishilesh
👋

Skills & Expertise

Product Management

0→1 ProductsRoadmap PlanningUser ResearchPRDs & SpecsData AnalysisGTM Strategy

Engineering

PythonReact/Next.jsNode.jsFastAPIPostgreSQLAWS/GCP

AI/ML

LLMs (GPT, Claude)NLPComputer VisionTensorFlowPyTorchRAG Systems

Business & Ops

P&L ManagementAutomationMetrics & KPIsProcess DesignStakeholder MgmtCross-functional

My Journey

Career highlights and key milestones

2025

Product Manager - Digital Transformation

Vmart Retail (NSE: VMART)

Owned digital transformation roadmap; led automation programs and C-suite stakeholder alignment across 500+ stores

  • Automated Open-to-Buy planning workflow, reducing merchandising cycle time from 15-man days to 1 day per month
  • Piloted interstore transfer in 2 regions, targeting 30% sell-through improvement and 50% logistics cost reduction
  • Built n8n automation framework with 5-6 workflows, saving 20-50 manhours per month per process to <1 hour
  • Shipped HR payroll automation for 10,000 employees, cutting payroll processing time by 90% across stores & warehouse
  • Created design-to-display fascia mapping tool piloted in 5 stores, improving planogram compliance accuracy to 95%
2024

Strategic Tech Initiatives - CEO's Office

Vmart Retail

Conducted enterprise-wide process discovery and optimization, reporting directly to CTO on technical bottlenecks

  • Defined Lost sales metric, exposing 6% SKU-level sales leakage to guide effective assortment and inventory planning
  • Led org-wide research to identify process gap & dependencies across 10 dept and prioritize 8 high-impact tech initiatives
  • Digitized competitor benchmarking, eliminating 100-person manual survey and reducing data collection cycle by 50%
  • Delivered CXO-ready operational reports with data centralization, reducing executive decision timelines by 50%
2024

Founding Member - Head of Product

Docupull

AI-driven Title Verification OS for mortgage, automating loan application checks

  • Launched MVP and validated PMF with 50+ customer interviews, ranked top 3 Product of the Day on ProductHunt
  • Pivoted to Title Verification OS processing 800+ orders with 98-100% SLA adherence across 4 months
  • Achieved $800 MRR through early paying clients with 100% repeat usage and automated workflow adoption
2024

Founding Member – Product, Growth & Ops

D2C Ventures (Rugshak & Bambaii Foods)

Built and scaled 2 D2C brands: Rugshak (custom rugs) & Bambaii Foods (healthy snacking)

  • Launched Rugshak, acquiring 50+ customers and ₹2.5L+ revenue in 3 months through B2B/B2C channels
  • Executed digital marketing campaigns achieving 3.26% CTR and 2.62 ROAS on Meta ads reaching 67K+ users
  • Closed high-ticket B2B deals generating ₹60K in one-day event with ₹20K AOV and ₹2K CAC
  • Scaled Bambaii Foods to 2,500+ units sold, generating ₹6.6L revenue in 3 months with 100%+ margin products
2024

MBA Student

Masters' Union

Focused on startup ecosystem, product management, and business strategy. GPA: 3.6

2023

Product Engineer 2 – Machine Learning

Mr.Cooper Group - PyroAI (NASDAQ: COOP)

Led product strategy and development for PyroAI (B2B SaaS), managing ML infrastructure serving enterprise mortgage clients

  • Launched enterprise search product for 500+ call-center agents, reducing AHT from 8 mins to 5 mins (-37.5%)
  • Built HITL annotation tool with 2 MLEs, reducing TAT by 800% and labor costs by 50% for 65+ annotators
  • Spearheaded user research with 500+ agents, identifying document management needs and defining product roadmap
  • Recognized on CEO's Wall of Fame for delivering enterprise ML search in 2 months with org-wide adoption
  • Served as primary liaison for Google Cloud Consulting on GenAI initiatives for enhancing call-center capabilities
2022

Software Engineer 1

Mr.Cooper Group - PyroAI

Developed ML infra and cost optimization initiatives for PyroAI, improving system reliability and developer productivity

  • Migrated ML model infrastructure, cutting infra costs by 50% and improving developer productivity by 30%
  • Built document clustering model in 3 weeks, reducing manual intervention by 50% while achieving 99% system uptime
  • Enhanced search UX with filtering capabilities, improving query relevance scores by 100% and retrieval time by 80%
2021

Software Engineer Trainee

Mr.Cooper Group - PyroAI

Built customer-facing features for PyroAI B2B SaaS platform, focusing on document processing and user interface development

  • Built PyroAI web & ML infra for mortgage companies, enabling extraction workflows for handling millions of documents
  • Implemented thumbnail generation service processing 1 million+ PDF images simultaneously with 98% extraction accuracy
  • Optimized PDF bursting service resources to efficiently handling 5M+ documents daily with 98% latency reduction

Let's Connect

I'm always open to discussing new opportunities, collaborations, or just having a chat about technology.