AI Product Manager at Arintra (HealthcloudAI Labs) (2026-02 – Present)
Arintra replaces error-prone manual medical coding with autonomous AI coding — improving claim accuracy, reducing denials, and cutting turnaround time so healthcare organizations get paid faster.
- Own and build the autonomous AI agent for procedure coding — converting unstructured clinical documentation into validated, submission-ready medical codes — with full ownership from research through release and monitoring in a high-ownership, fast-learning environment.
- Led discovery and architected the procedure/CPT coding AI agent — spoke directly with VPs of Revenue across hospital systems, ran user interviews and market/competitive analysis, then evaluated a custom multi-step pipeline, single large model, and multi-agent framework against accuracy, cost, latency, and scalability; built the benchmarking framework used to select and continuously improve the production approach.
- Built offline evals to gate releases, online evals to monitor production quality, and inline guardrails to catch issues in real time; built an LLM-as-a-judge evaluation pipeline to score agent outputs against quality rubrics — iterating on prompts and tracking precision/recall and F1 to drive continuous improvement.
- Spotted the opportunity for and built Clinical Documentation Improvement (CDI) from scratch — a 0→1 AI product that flags documentation gaps before claim submission and routes clarifying questions back to providers; prototyped rapidly with Claude in place of a dedicated designer.
- Designed the confidence-routing framework determining automated vs. human-reviewed cases, increasing automation accuracy from 88% to 95%; separately drove a 90%→95% submission-rate initiative projected to add $0.5M in ARR.
- Write PRDs and lead sprint planning and backlog grooming with engineering across the coding pipeline, CDI, and procedure-coding workstreams — keeping priorities and dependencies clear for a fast-moving 0→1 roadmap.
Global Product Manager at MiQ (2022-10 – 2026-02)
MiQ Sigma is MiQ's global advertising & data-intelligence platform, used across 10+ countries.
- Led global user research to re-strategize the product and evaluate AI opportunities — ran interviews and surveys with users across the US, Canada, UK, Australia, China, and Singapore, tracking NPS; synthesized findings using Dovetail and Perplexity, built user personas, and ran cross-functional design workshops to turn insights into themes and opportunities.
- Turned research into prioritized opportunities and trade-offs that shaped the 6–12 month product roadmap; defined success metrics and partnered with product marketing on go-to-market and release strategy — lifting feature adoption 10% and shipping 0→1 features that improved workflow automation and financial accuracy by 30%, saving users 15+ hrs/month.
- Built MiQ's first AI-powered Trading Agent, a human-in-the-loop assistant that cut client task turnaround from 3+ hours to ~2 seconds (90%+ time saved), partnering directly with engineering and data science to define scalable architecture aligned to advertiser ROI and CX.
- Owned product for Sigma's integration layer: 12+ DSP integrations and 8 core APIs spanning data push/pull, insights, monitoring and reporting, plus an AI capability that built custom third-party audience segments from natural-language prompts.
- Drove Sigma's migration from legacy to modern architecture, partnering with design on UX/UI and factoring cross-country cost and pricing considerations across 10+ markets.
- Product-owned the Salesforce financial-audit integration, reconciling platform metrics such as conversion rates and end-of-month revenue against Salesforce and owning RCA and fixes when discrepancies arose.
- Wrote PRDs and led sprint planning, backlog grooming, and cross-functional syncs with engineering, design, and data science across Sigma's 10+ country rollout — keeping delivery on track and priorities aligned across a multi-stakeholder, agile team.
- Rolled out a privacy-first firewall for U.S. political advertisers, securing $80M+ in ad spend in one quarter.
Associate Product Manager at LeadSquared (2022-05 – 2022-09)
- Developed a 0→1 reporting product (SIERA), partnering with design, engineering and sales to gather user insights and shape the roadmap.
Software QA Engineer at Cognizant Technology Solutions (2020-01 – 2022-05)
- Built QA and testing foundations that later informed a rigorous, evidence-first approach to shipping product.
