Product Work

Case studies

Deep dives into products I've built and scaled. Click to expand.

JustRevaDec 2025 — Present

Building a Voice AI Product from Zero

Founded and shipped a HIPAA-compliant voice AI receptionist for healthcare. Built the full stack, GTM strategy, and onboarded first paying customers.

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TD Bank2025

AI-Powered Fraud Detection at Enterprise Scale

Led delivery of real-time fraud detection platform covering 100K+ employees, saving $5M+ annually.

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TD Bank2022 — 2025

ML Personalization for 2.5M Daily Users

Led product for ML-powered recommendations that drove 15% engagement lift and $2M+ revenue contribution.

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TD Bank2022 — 2025

Building an Org-Wide Experimentation Culture

Created A/B testing standards and frameworks that became the foundation for product decisions across 8+ teams.

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TD Bank2023

Funnel Optimization: 12% Activation Improvement

Used segmentation analysis and UX testing to redesign a 5-step onboarding flow, improving activation rates.

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JustReva + TD Bank2024 — 2025

Strategic Vendor Evaluation & Technical Trade-offs

Led build-vs-buy decisions for AI infrastructure across cost, compliance, and performance constraints.

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TD Bank2025

Cross-Functional Alignment for Complex Platforms

Aligned 12+ senior stakeholders across fraud, compliance, legal, and engineering to ship ahead of schedule.

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JustReva2024

0-to-1 User Discovery: Validating Voice AI for Healthcare

Conducted deep customer research to validate problem-solution fit before writing code.

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JustReva2024 — 2025

Launching a SaaS Product with Zero Marketing Budget

Designed complete go-to-market strategy and acquired first paying customers without paid acquisition.

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