Portfolio · 9 products

From frontier AI to dive training.

Shaping products that blend AI, strategy, and scale.

2022 – 2026

Early-stage & contract roles

Four years of seed-stage and contract work: shipping 0→1 fast with small teams and short runways.

Sept 2025 – May 2026Founding Head of ProductAI

Subquadratic: Frontier AI Research Lab

~30 hours a week saved. +86% sprint velocity.

Partnered cross-functionally with AI researchers to architect and deploy a custom automated LLM benchmarking and evaluation scoreboard using Claude Code. Introduced agile development and product discovery best practices that unlocked two multimillion-dollar bridge rounds, and recovered ~100k hours of training data by fixing metadata and transcription defects in golden datasets.

Résumé highlights 5
  • Partnered cross-functionally with AI researchers to architect and deploy a custom automated LLM benchmarking and evaluation scoreboard using Claude Code, accelerating internal validation workflows and saving ~30 hours of engineering and evaluation time per week.
  • Unlocked two multimillion-dollar bridge rounds and increased sprint velocity by 86% through introducing agile development and product discovery best practices alongside OKR processes org-wide.
  • Cut debugging time by an estimated 75% by writing an automated behavior-driven testing suite for the TTS API.
  • Recovered ~100k hours of training data by identifying and fixing metadata and transcription defects in golden datasets.
  • Generated 30 enterprise sales leads in 2 months via custom automated tracking dashboards on AWS Lambda.
02 / 09
+33%GenAI tool adoption
Jan – Mar 2025Senior PM Coach, GenAI Product PracticesContractAI

Adobe

+33% 30-day adoption of an internal GenAI tool.

Measured by T30D retention across 129 PMs, by coaching on AI-native product-led growth workflows and user research integration.

Résumé highlights 2
  • Boosted 30-day adoption of an internal GenAI productivity tool by 33%, measured by T30D retention across 129 PMs, by coaching on AI-native product-led growth workflows and user research integration.
  • Reduced average time from epic submission to engineering pickup by 2.5 weeks by coaching PMs on product requirements quality, story writing, and cross-functional communication.
03 / 09
Groundlight dashboard showing escalation criteria, a confidence threshold and answer examples
May – Dec 2024Senior Product ManagerAI

Groundlight AI

No-code ML onboarding, shipped in 3 months, opening up a ~$3B manufacturing market.

Created detector health explainability for manufacturing-floor and security personas, closing a critical product-market fit gap. Delivered a polished no-code onboarding interface for non-technical users in three months by orchestrating 10 engineers and 4 ML scientists.

Résumé highlights 2
  • Unlocked the non-technical manufacturing site owner sector (~$3B TAM) by creating detector health explainability for manufacturing-floor and security sector personas, closing a critical product-market fit gap.
  • Delivered a polished no-code onboarding interface for non-technical users in three months by orchestrating 10 engineers and 4 ML scientists, pivoting engineer-centric tooling into a streamlined, high-craft user experience.
groundlight.ai ↗
04 / 09
Re:Course AI on tablet, laptop and phone: an AI avatar video chat, KPI dashboard and chat thread
Jul – Dec 2023Senior Technical Product ManagerContractAIEdTech

Re:Course AI

$120K ARR from a converted university pilot, with pharma contracts worth $750K ARR in the pipeline.

Led an 8-member cross-functional team to build an industry-first conversational AI web application for the pharmaceutical sector. Achieved MLR approval in two months with a near-zero hallucination rate, measured against a 2,000+ question golden evaluation bank, through HITL validation, and converted a Vanderbilt University pilot into an annual contract by standardizing student performance reporting.

Résumé highlights 3
  • Led an 8-member cross-functional team in SaaS and virtual reality (VR) product to build an industry-first conversational AI web application for the pharmaceutical sector, unlocking imminent contracts worth $750K ARR.
  • Converted a Vanderbilt University pilot program to an annual contract worth $120K ARR by creating and standardizing student performance reporting for the AI learning platform.
  • Achieved MLR approval in two months by optimizing model output to a near-zero hallucination rate through designing and running HITL validation across multiple fine-tuning cycles and personally reading, authoring, and editing model outputs.
recourseai.com ↗
05 / 09
Lantum Swaps mobile app screen for selecting a shift
Sept 2022 – May 2023Staff Product Manager

Lantum

Production-ready beta in 3 months, with 90% fewer bugs.

Designed, built, and ran the beta program end-to-end, recruiting 32 junior physicians across 3 hospital systems and achieving a 95% approval rating that directly informed GTM strategy and scope.

Résumé highlights 2
  • Delivered a production-ready beta in 3 months, including stabilizing core product flows and reducing total bugs by 90% through coordinated bug bashes and internal dog-fooding.
  • Designed, built, and ran the beta program end-to-end, recruiting 32 junior physicians across 3 hospital systems, achieving a 95% approval rating among participants, directly informing GTM strategy and go-to-market scope.
lantum.com ↗
2014 – 2022

Building at scale

Global platforms with millions of users, from Amazon Kids to PADI’s 26-language learning platform.

06 / 09
Amazon Kids on Fire TV search screenAmazon Kids on Fire TV upsell page
Dec 2019 – Sept 2022Senior Product Manager – TechnicalAIEdTech

Amazon Kids on Fire TV

54K → 228K subscribers and 250K → 1.2M MAU in 10 months.

Reached ~$1M in monthly revenue (~$12M ARR run-rate) through optimized sign-up flows, on-device upsells, freemium, Kids Profiles, and expansion to Japan and Canada. A 6-to-4 panel sign-up redesign lifted subscriber retention from 48% to 72% in one month, and Hey Disney! and Reading Sidekick launches helped grow Alexa subscribers from 450K to 625K in 6 months.

Résumé highlights 6
  • Grew Amazon Kids on Fire TV from 54K to 228K subscribers and 250K to 1.2M MAU in 10 months, reaching ~$1M in monthly revenue (~$12M ARR run-rate) through optimized sign-up flows, on-device upsells, freemium, Kids Profiles, international expansion to Japan and Canada, new device support, and core browse/playback and search improvements.
  • Optimized the acquisition funnel by redesigning the sign-up flow from 6 to 4 panels, lifting subscriber retention from 48% to 72% in one month by directly resolving friction points cited in 55% of customer reviews.
  • Reconfigured how a $360MM ARR organization measured adoption, engagement, and retention by redesigning the North Star Metric to account for cross-device behavior post-acquisition and securing executive L8 alignment.
  • Grew Alexa subscribers from 450K to 625K in 6 months in part by owning Hey Disney! and Reading Sidekick launches, including Kids Privacy Policy implementation across 29 engineering teams and 200+ stakeholders, contributing to $9.4M ARR.
  • Cut new feature speed-to-market from 12 weeks to 4 and new device support from 24 weeks to 8 by influencing leadership through PRFAQ and Working Backwards reviews to complete a multimillion-dollar backend migration.
  • Protected ~$50M ARR from regulatory penalty risk by delivering EU multi-factor authentication compliance for 440K Kindle Newsstand customers two months ahead of the January deadline.
Amazon Kids+ ↗
07 / 09
Group of scuba divers training in a pool, seen from abovePADI digital learning app course screen
Nov 2018 – Dec 2019Senior Product Manager, Digital LearningEdTech

PADI Digital Learning

Course enrollment doubled from 1M to 2M in one year.

Led three international scrum teams to deliver a zero-to-one B2B2C digital learning platform (a $15M platform transformation) on web and mobile in 26 languages, with 98% student and instructor approval in structured field trials across three global training sites.

Résumé highlights 4
  • Doubled global course enrollment from 1M to 2M in one year while leading three international scrum teams including 13 developers, 3 designers, 3 PMOs, and 2 PMs to deliver a zero-to-one $15M B2B2C digital learning platform on web and mobile in 26 languages.
  • Unblocked six development sprints and secured widespread internal buy-in by establishing a Customer Advisory Board with leadership and key stakeholders for early user validation and continuous discovery.
  • Achieved 98% student and instructor approval through structured field trials across three global training sites, coordinating UAT with dive-shop partners across APAC, EMEA, LATAM, and North America.
  • Reduced cybersecurity incidents from monthly to zero and managed compliance checkpoints across globally distributed teams by defining and delivering a full data migration for user account data across third-party and internal platforms with AWS microservice architecture.
padi.com/courses ↗
08 / 09
88%YoY renewal
Mar 2016 – Nov 2018Product ManagerEdTech

Scientific Learning

$1M+ international sales growth and 88% YoY renewal.

Conducted international market-needs analysis and on-the-ground user research, launching 0→1 features for teachers, students, districts, and professional development teams. Built content editing and publishing workflows for less than 20% of projected cost, powering a top-selling product post-acquisition.

Résumé highlights 2
  • Grew international sales by over $1M, and drove 88% YoY renewal by conducting international market-needs analysis and on-the-ground user research in Australia, launching 0→1 user-centric features for teachers, students, districts, and professional development services teams.
  • Led a 25-person cross-functional team and built content editing and publishing workflows for less than 20% of projected cost by hiring and managing a 4-person editorial team, sound and voice talent, and leveraging unconventional third-party solutions, all powering a top-selling product post-acquisition.
09 / 09
Three-panel pencil sketch of two kids planting and sharing a garden, from a Pearson TELL assessment item
June 2014 – Feb 2016K-12 Linguistics Assessment ConsultantEdTech

Pearson TELL

Won ISTE Best in Show.

Led assessment content development, writing, editing, and QA with UX design and a team of 15 content writers for English learners, field testing in Spain, Brazil, and Vietnam.

Résumé highlights 1
  • Won ISTE Best in Show by leading assessment content development, writing, editing, and QA in collaboration with UX design and a team of 15 content writers for English learners, field testing in Spain, Brazil, and Vietnam.
pearsonassessments.com ↗
Behind the work

How a Spanish major ended up shipping AI.