Product manager who builds for and with AI.
5+ years building consumer products used by thousands of people. I turn slow, scattered work into clear workflows and AI tools, so teams move faster and every stakeholder decides from the same facts.
Let's talk (LinkedIn, opens in a new tab)
How I work
Map the whole journey, then add AI
I map the full journey and the people in it, so AI changes the outcome and multiplies productivity and usability, instead of speeding up one step.
Proof: Clarity OS, an alpha planning co-pilot, reads the schedule, goals and conflicts together before it acts, through 13 typed tools.
See the case: Map the whole journey, then add AIData-driven, people-centered
A product-design background: research and usability first, evidence to keep decisions honest, customers and stakeholders in one shared picture.
Proof: AI agents found a real cost of $946 a lead against a $91 benchmark, and inflated conversions that had misled ad bidding for eight months.
See the case: Data-driven, people-centeredBuild it to prove it
Working prototypes and agents built with AI tools, with a quality bar set before anything ships.
Proof: An evaluation harness of 18 real scenarios, scored by objective checks, showed localized bug fixes could run on models 10 to 60 times cheaper at reference-equivalent quality.
See the case: Build it to prove it
Projects
Products for people, built for the agent era.
Volcano 100
Registration and race day for 3,000+ riders from 15+ countries
Ad measurement
AI agents audited the ad tracking and found the platform inflating conversions
AI model evaluation
Which open-weight models can do real store work, tested on 18 real client scenarios
Clarity OS
An AI planning assistant for business owners (alpha)
Product configurator
A keyboard store that blocks invalid builds before the cart, with product copy at volume
Real-time retail data
Reports that ran months late went to near real time for 10,000+ products
Ecommerce in 3 months
A bike retailer's first online store, live in three months, ERP included
Finance app research
User research and a 47-screen design for a planning platform
University applicant journey
How students choose a campus, from surveys to journey maps
Equipa
An app concept for the adults around children's mental health
Dreamball
Pinball rethought for a screen and a phone. Play it here.
