Know what to build. Know if it works. 



I help product, design, and leadership teams make evidence-based decisions in AI products and complex systems.

See examples of my work

 
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What I Do

I’ve spent 15 years leading research in high-stakes domains like higher education, healthcare systems, financial platforms, and civic tech, where decisions carry weighty consequences. Today I apply that experience to teams building AI products and complex systems.

I'm the person you call when:

  • You’re building conversational AI and need to define how it should behave

  • You’re launching AI features and don’t have a reliable way to tell whether they’re actually working

  • You’re making a significant product bet and need to understand what users need before you commit

  • Your product spans multiple stakeholders, workflows, or roles, and no one sees the whole system

  • You have research, but it’s not translating into clear product decisions

  • Standard UX methods don’t map cleanly to your constraints

Doesn’t get any better than having one of our key internal stakeholders propose that we replicate the work. Clearly, the value was found. Game changing, actionable insights to drive growth!
— VP of Strategic Insights
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Selected Work

 
 

AI Coach Trust & Safety Research

Led multi-phase research program for AI coaching launch: policy landscape analysis, user hacking protocols with students, moderated usability testing for trust and learning confidence.

Outcome: Identified conversation breakdown points and bias risks before launch, shaped responsible AI development principles

AI Products · Higher Education · Trust & Safety

 

AI Coaching Quality Evaluation

Built evaluation system for AI dialogue coach serving 190K students. Designed golden dataset methodology, coordinated synthetic data generation, established blind grading protocols with engineering team.

Outcome: Systematic quality assessment framework deployed across 6 AI coaching activities; on-time beta and pilot launches

AI Evaluation · Education · Quality Assurance

 
 
 

Real Estate Service Pathway Mapping

Service design research across three siloed real estate entities (Partner Agents, Central Brokerage, For Sale By Owner). Conducted seller interviews, facilitated blueprinting workshops, validated 5-phase seller journey.

Outcome: Identified 10 service breakdowns and cross-sell opportunities across pathways

Service Design · Real Estate · Journey Mapping

 

Child Care Access Platform Research

Discovery and concept testing for digital platform connecting Detroit families with child care assistance. Conducted journey mapping, listening labs with caregivers, accessibility testing in Spanish/Arabic.

Outcome: Launched with validated scope, language accessibility framework, and user-driven enrollment and quality approaches

Civic Tech · Discovery Research · Accessibility

 
 
 

Mary is a legit badass UX Researcher who I'd work with on any project, for any client, on any day. Rarely do you have the privilege to work alongside someone who brings the heavy research and results that she does.

—Senior Designer

 

How I Work

I typically partner with teams in two ways, depending on the kind of decisions they’re facing. Most of my work happens at moments of product ambiguity, risk, or transition.

  • Description text goes heWhen you need clear evidence to move a specific product decision forward.

    Used for moments like:

    • defining how an AI system should behave

    • evaluating whether an AI feature is actually working

    • clarifying user needs before a major build

    • untangling a complex, multi-stakeholder workflow

    These engagements reduce ambiguity quickly and translate findings directly into product and strategy decisions.re

  • Description texWhen your team is building in a complex space and needs sustained senior research thinking.

    This includes:

    • monthly working sessions

    • on-demand synthesis and sensemaking

    • framework and evaluation design

    • thought partnership on ambiguous product questions

    This model works best when AI behavior, system complexity, or organizational constraints make one-off research insufficient.t goes here

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“Mary excels at drawing deep insight from any audience. She never loses sight of the broader business challenge. And, she does all this with lots of laughter.”

Sarah Westrom, Independent consultant