About Me
AI Product Manager & End-to-End Builder
Technical product leader who uses AI coding agents to ship products end-to-end — solo. 7+ years spanning healthcare, wearables, and fitness-tech across the US, UK, Belgium, and India. Moves from product vision and PRD through architecture, implementation, and production deployment by directing AI-powered development cycles. Deep technical fluency meets Agile execution and stakeholder alignment.
- Ships full products solo: PRD → code → deploy via AI agents
- 3 IoT products launched: concept → regulatory approval → market
- Directed AI agent dev cycles — firmware, backend, dashboard
- 40% faster releases via AI-assisted CI/CD automation
Experience
AI Product Manager – Healthcare Technology
OraLens Healthcare · Bengaluru, India
- Defined product vision, roadmap, and GTM strategy for a cloud-connected medical device platform — 3 iterations from concept to launch.
- Directed AI coding agents (Claude, Cursor) to build and ship full-stack features end-to-end — firmware, cloud backend, and clinical dashboard — as the sole AI-empowered product builder.
- Owned and prioritised backlog based on clinical feedback and business objectives; reduced deployment cycles by 40% via AI-assisted CI/CD workflows.
- Conducted discovery sessions with clinicians; translated findings into PRDs, user stories, and acceptance criteria fed directly into AI agent development cycles.
- Presented product demos and strategic recommendations to executive and clinical stakeholders, securing continued investment.
IoTHardwareML/AIAWSCI/CD
Jan 2022 – Jan 2025
- Owned product backlog for a wearable device, prioritising across sensor integration, BLE connectivity, power optimisation, and on-device ML — shipped to production and entered the EU market.
- Drove end-to-end delivery of edge-ML activity-recognition feature: scoped requirements, coordinated data collection, defined success metrics (92% accuracy, <50 ms inference).
- Built and managed the sensor-data pipeline roadmap, cutting ML iteration time from weeks to days.
- Introduced HIL + automated testing framework — 35% quality improvement, QA from 2 weeks to 3 days.
- Coordinated with European partners on regulatory compliance and GTM planning ahead of launch.
BLEFreeRTOSEdge MLFirmwareEU Market
AI Product Manager – Fitness Technology (IoT)
Renovatio Systems Ltd· United Kingdom
- Managed end-to-end product delivery for a smart gym IoT platform: defined vision, scoped requirements, set milestones, and coordinated engineering and manufacturing workstreams.
- Led technical feasibility analysis evaluating 4 sensor technologies; recommended solution balancing accuracy (±0.5 kg), cost, and power.
- Defined specs for MQTT-based cloud sync enabling real-time tracking for 1,000+ gym users across firmware, backend, and mobile teams.
- Produced manufacturing-ready docs and managed handoff to the production line.
ESP32MQTTFirmwareSensor Integration
Project Engineer
Ralph L Wadsworth Construction· Draper, Utah, USA
- Managed project execution on Denver Airport expansion — delivered 2 months ahead of schedule through engineering specs, subcontractor coordination, and scheduling.
- Established QA inspection protocols and design-change management workflows, maintaining zero safety non-conformances.
Project ManagementQAConstruction Engineering
AI PM & Technical Skills
AI-Powered Development
Claude / GPT-4oCursorGitHub CopilotAgent OrchestrationPrompt EngineeringAI-Assisted PRDs
Product Strategy
Product VisionRoadmappingMarket ResearchCompetitive AnalysisOKRs & KPIsPRDs
Agile Execution
ScrumKanbanSAFeSprint PlanningBacklog PrioritisationRelease Management
Stakeholder & Leadership
Cross-Functional TeamsExecutive CommunicationVendor ManagementUser AdvocacyMentoring
Tools & Platforms
JiraConfluenceFigmaMiroAmplitudePowerBI
Embedded & Firmware
ESP32STM32Raspberry Pi 5/Zero 2WnRF52FreeRTOSPlatformIO
IoT & Protocols
BLE / GATTMQTTI2C / SPI / UARTAWS IoT CoreAES-256-GCMSQLCipher
Education
M.S. Mechanical Engineering – Robotics & Control Systems
University of Utah
Salt Lake City, UT, USA · 2019
GPA 3.6 / 4.0B.Tech Mechatronics Engineering
S.R.M University
Chennai, India · 2012
GPA 8.8 / 10Certifications
Engineering × Product PhilosophyBuild the whole thing.
Build the whole thing.
Own the whole stack.
The best products are built by people who can move between the firmware and the feature spec — who understand why the BLE stack latency matters for the UX, and why the clinical workflow constraint changes the data model.