Projects

Every product I've worked on as a product manager, newest first, with what I did and what changed as a result.

Avalara · 2025 — present

AI for tax compliance on AvaTax and Returns

Senior Product Manager

AI-enabled tax compliance product direction for communications, hospitality and alcohol-beverage customers.

What I did

  • Own product direction and roadmap priorities across the AvaTax and Returns experiences.
  • Defined agentic AI use cases: tax determination support, exemption reasoning, classification assistance, filing preparation, exception triage and customer support automation.
  • Shaped AI assistant workflows with human review, audit trails, explainability, privacy controls and compliance guardrails for regulated tax work.
  • Work with engineering, design, tax SMEs, customer success and GTM to turn compliance pain points into pilots, requirements and enterprise-ready capabilities.

Agentic AI · Tax compliance · Enterprise SaaS

Brane AI / NSL Hub · 2023 — 2025

Retail ERP with Promo AI and Pricing AI

Data and AI Product Manager

An integrated ERP and AI solution for a major Mexican retailer, connecting pricing, promotions, procurement, inventory, POS and warehouses.

What I did

  • Led the product across 461+ stores and 6 warehouses.
  • Built Promo AI and Pricing AI for promotion planning, markdown decisions, competitor-aware pricing, demand forecasting and inventory risk alerts.
  • Introduced ML-driven demand forecasting to align inventory with projected demand.

Results

  • Stockouts down 35%
  • Excess stock down 12%
  • 461+ stores and 6 warehouses on one platform

Retail · Forecasting · Pricing AI

Brane AI / NSL Hub · 2023 — 2025

Natural-language low-code platform

Data and AI Product Manager

A platform that lets business teams build solution flows in natural language, used across retail, pharma and other sectors.

What I did

  • Led new feature development for the low-code and natural-language workflow capabilities.
  • Managed 2 Product Owners and aligned 18+ people across engineering, design, marketing, business analysis, ML and data science.

Low-code · Platform · Team leadership

Microsoft · 2022 — 2023

Azure CostIQ

Product Manager, Cloud Migration and Cost Governance

The product experience for cloud migration pricing, budgeting and cost governance, used by enterprise teams planning a move to Azure.

What I did

  • Built AI-driven cost intelligence so teams can compare Azure, AWS and Google Cloud scenarios and choose a migration path with clearer ROI.
  • Defined recommendation flows for workload sizing, budget planning, cost anomaly detection and governance insights.
  • Developed business cases and commercial enablement material for cross-sell and upsell conversations.

Results

  • Forecast accuracy up 25%
  • Decision time down 20%
  • $10M+ annual revenue influenced

Cloud · Cost governance · ML

EY · 2021 — 2022

SkillHubAI knowledge platform

Product Manager

An AI knowledge platform for reusable asset discovery, proposal acceleration and internal productivity across sales and delivery teams.

What I did

  • Built GenAI and ML tagging, semantic search, content recommendation and proposal reuse workflows.
  • Enabled sales and pre-sales teams to reuse successful proposal assets.
  • Created analytics dashboards for content usage, training needs and productivity opportunities.

Results

  • Redundant work down 25%
  • Access to reusable assets up 30%
  • Proposal preparation time down 20%
  • Effort cost down 15%

GenAI · Semantic search · Knowledge management

EY · 2021 — 2022

Unified healthcare platform

Product Manager

A web and mobile healthcare platform combining teleconsultation, diagnostics, medical reminders, in-person consultation and home-based care.

What I did

  • Prioritised the roadmap from market research, user feedback and competitive analysis.
  • Added EHR and AI-driven health analytics, real-time tracking, predictive preventive care and role-based access.

Results

  • Patient daily active use up 18%
  • Gross transaction value steady at INR 10 million a month

Healthcare · Analytics · B2C

Larsen & Toubro · 2019 — 2021

Digital transformation and CRM platform

Product Manager

A platform unifying sales, marketing and the lead lifecycle across business units, from quote-to-cash to record-to-report.

What I did

  • Defined product strategy for the platform across business units.
  • Automated lead tracking, follow-ups and digital material sharing.
  • Designed onboarding and product guides with architects and business stakeholders.

Results

  • Operating efficiency up 25%
  • Adoption up 20%

CRM · Industrial · Adoption

Larsen & Toubro · 2019 — 2021

Feasibility engine MVP

Product Manager

The first release of a feasibility engine, taken from discovery to a shipped MVP.

What I did

  • Owned MVP planning: discovery, wireframes, PRDs, sprint inputs and user research.
  • Measured adoption and engagement with A/B tests and Power BI analytics.

0 to 1 · MVP · Discovery

Robert Bosch · 2018

Smart city and smart campus solutions

Product Manager Intern

Market and product strategy for IoT-based smart city and smart campus offerings.

What I did

  • Researched global smart city trends and the competitive landscape in India and abroad.
  • Designed go-to-market strategy, pricing and business models, and an IoT feature roadmap.

IoT · GTM · Pricing

ADP · 2015 — 2017

ADP Tax Credits Services

Product Analyst

The product that takes US employers from employee screening to hiring when claiming tax credits.

What I did

  • Designed APIs for tax-credit processing and modernised legacy requirements with stakeholders.
  • Built the Report Configuration Console, a UI for configuring tax-credit reports.

Results

  • System integration up 20%
  • Report configuration time down 30%

HR tech · APIs · Platform

ADP · 2015 — 2017

One ADP and One Payroll research

Product Analyst

Payroll and banking product requirements and customer research for Hire to Retire and payroll workflows.

What I did

  • Ran research with 200+ customers to find pain points and inform solution design.
  • Used reporting and analysis to track adoption, engagement and product performance for leadership.

Results

  • 200+ customers researched

Payroll · Customer research

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