Product strategy across DMS, TMS, and EU MIR — three regulated life-sciences products on Salesforce Lightning, serving 200+ enterprise life sciences & med device customers. AI-assisted EU MIR with human-in-the-loop, plus other regulatory agents at POC stage.
The Inside Story“In regulated life-sciences, the product judgment isn't how much AI you can add — it's knowing exactly where AI still doesn't belong, and designing the human seat around that gap.”
Lined up regulatory-agent POCs on the same Human-in-the-Loop (HITL) spine — the same scaffolding for Trackwise Digital Complaints and a JIRA Rovo–style agent inside Trackwise Digital Document Mgmt.
Deep focus on giving Life-Sciences Quality Management a robust Document Mgmt. solution with rich configuration capabilities.
Meeting the demanding needs of Manufacturing Incident Reports (MIR) for the EU and FDA.
Clear-eyed about where AI does not yet work in regulated setups — designed the product so the human seat sits exactly at those gaps.
Three product lines, one Salesforce Lightning surface — kept platform debt low while shipping vertically.
2025 — Present
02 // Battery MXP
Battery MXP
0-to-1 Manufacturing Execution Systems for battery gigafactories. Co-created the architecture with Honeywell Fellows; shipped first alpha in 15 months — against the typical 24+. $100M+ revenue lane, 2 patents filed from my team.
$100M+ REVENUE LANE15 MONTHS TO ALPHA2 PATENTS / TEAM
The Inside Story“We were building the airplane and the runway at the same time — a brand-new Manufacturing Execution Systems category, in a brand-new factory chemistry, with Fellows who'd never PM'd a 0-to-1 before.”
Co-authored the platform architecture with Honeywell Fellows — translated their physics into shippable PRDs.
Forced a 15-month alpha cadence by ruthlessly scoping the first cell-formation use case.
Two patents filed from the team — IP lives with Honeywell, but the credit is theirs.
2023 — 2025
03 // Prod Intel
Production Intelligence
Industrial Gen AI assistant for plant operators. Multi-DB RAG across PostgreSQL, Druid, Neo4j, and Postgres Vector on GPT-4o via Azure AI Foundry — with hallucination guardrails I built before Honeywell had an AI platform. 40% adoption lift, 30% faster decisions.
+40% ADOPTION−30% DECISION TIMEGPT-4o · AZURE AI FOUNDRY
The Inside Story“There was no internal AI platform when we started. So I built the eval harness and the guardrails first — the model came second.”
Wired RAG across four database engines — Postgres, Druid, Neo4j, Postgres Vector — to the same GPT-4o surface.
Shipped hallucination guardrails and an eval harness before Honeywell had a central AI platform.
Operators went from 30 minutes to under 10 to make the same plant-floor decision.
2022 — 2024
04 // Worker Assist
Worker Assist
Solo PM on a connected-worker platform across Android, iOS, Realwear (head-mounted tablet), and Web. Coordinated 30 cross-functional stakeholders. Took adoption from 500 to 2,500 industrial users in 12 months.
4 FORM FACTORS30 STAKEHOLDERS500 → 2,500 USERS / 12 MO
The Inside Story“Solo PM, four form factors, thirty stakeholders. The product worked when I stopped designing for devices and started designing for the worker's next step.”
Realwear is a head-mounted tablet, not AR — designed the UX for hands-busy industrial use, not consumer immersion.
One backlog, four clients (Android · iOS · Realwear HMT · Web) — kept feature parity within a sprint.
5× adoption in 12 months by removing one tap at a time, not by adding features.
2021 — 2022
BrillioLead Product Owner · Sempra Energy · 2016 - 2021
BRILLIO // ENGINEERING
Product Engineering
Led modernization of 5+ legacy PHP enterprise apps to Azure SaaS for Sempra Energy — 3 scrum teams, 20+ engineers, multi-year strategic account. Ran pre-sales for Product Engineering at an 85% win ratio, contributing 15% to company revenue growth.
5+ APPS MIGRATED3 SCRUM TEAMS · 20+ ENG85% WIN RATIO
85%Win Ratio
Pre-sales for Product Engineering — 15% contribution to company revenue growth.
The Inside Story“Pre-sales is product management with a deadline. Win the room, then ship what you sold.”
Sempra Energy: PHP monolith → Azure SaaS, sequenced so the business never paused.
Pre-sales at 85% win — wrote the proposals I'd want to read as a buyer.
15% revenue contribution to Brillio — receipts I can name.
2016 - 2021
Wipro Consumer CareFMCG Marketing Rotation · MBA · 2015
WIPRO // FMCG
Wipro Consumer Care — Rural Maharashtra
Three-month FMCG marketing rotation across rural Maharashtra. 3,000+ retail outlets analyzed in person. Rolled out mobile-based automated ordering at the retailer level — 15% market expansion in the geography.
The Inside Story“This was my adoption-instinct origin story. If a kirana owner in rural Maharashtra adopts your tool, an enterprise PM eventually will too.”
Two stops at Tata Motors before the Cloud era — where I learned that operations is product management with steel.
CUSTOMER SVC MGR · −20% COMPLAINTS / 90 DAYSYOUNGEST FLOOR MGR · WORLD CLASS QUALITY
The Inside Story“The factory floor taught me what dashboards never can — when a process actually breaks, you can hear it before you see it.”
2012 — 2014
01 · Customer Service Manager — Small Vehicles Dealership
Reduced customer complaints by 20% in 90 days.
02 · Floor Manager — Robotic Cylinder-Block Line
Youngest floor manager on the line. Drove Total Predictive Maintenance (TPM) discipline that earned World Class Quality certification.
“Orchestrated the first alpha out of Honeywell Connected Industrial in 15 months — the typical cycle is 24+.”
// 01YEARS
12+
Years B2B Product
// 02SHIPPED
5
Enterprise Products Shipped
// 03REACH
200+
Enterprise Customers
// 04SURFACE
4
Form Factors · Android · iOS · Realwear HMT · Web
02 // Competencies & Tools
Stack & Strengths
Competencies
Cross-functional LeadershipLarge Language ModelsUnderstand what AI can and cannot doAI Systems ThinkingAgent Harness EngineeringEnterprise RAGRapid Prototyping with AIEval FrameworksHuman-in-the-LoopResponsible AIAI User Experience0-to-1 Product StrategyEnterprise B2B SaaSAgile at Scale