The Evolution of UX Research Platforms
Summary
The world of UX research is evolving fast. With AI-powered tools, remote research, and moderated and unmoderated methods coming together in one place, teams can move faster than ever to understand user behavior and turn insights into action. But building a research platform is a completely different story. In this session, Taylor Klassman reflects on how her team is building research tools shaped by the real needs of researchers and designers today, and how they’re thinking ahead to support what research will need next. Hear how Dscout evolved from a diary study tool into a robust UX research platform. You'll also hear howTaylor’s team turns feedback & research insights into features & product innovations, and how to get a forward-looking perspective on how research tools need to evolve to support what’s next.
Key Insights
-
•
Michael Winick, dscout's CEO, pioneered mobile ethnography despite skepticism that it wasn't rigorous research.
-
•
dscout's initial product was a diary study tool designed for remote research tied closely to mobile phone adoption.
-
•
Early research stacks were fragmented, requiring multiple specialized tools that slowed teams and introduced inefficiencies.
-
•
Mary Shelley's Frankenstein metaphor highlights the ethical responsibilities creators face toward their creations and society.
-
•
The shift to remote digital research introduced tension between tactile data interaction and operational efficiencies.
-
•
Scaling research demanded tools that support multiple methods and are accessible to non-researchers with guardrails.
-
•
dscout evolved by adding multi-method support, integrated participant panels, templated protocols, and governance workflows.
-
•
AI in research is designed not to replace human insight but to act as a collaborator enabling deeper analysis.
-
•
The future of research tools lies in cohesive platforms that enable users to think, synthesize, and connect insights seamlessly.
-
•
dscout builds AI features transparently, prioritizing ethical design grounded in research best practices like trauma-informed methods.
Notable Quotes
"Michael wasn’t trying to replace in-lab usability studies or in-person ethnography, he was expanding research modalities."
"We created monsters by stitching together many disjointed research tools that don’t scale well."
"Creation is not context neutral; we must maintain morality and accountability in innovation."
"AI is not about replacing in-depth interviews but expanding access to rich data and insights."
"We want to foster a partnership between researchers and AI to enhance human expertise, not supplant it."
"Non-researchers increasingly use research tools independently, so guardrails and governance are essential."
"The danger is prioritizing speed over rigor, which risks creating monsters of bad data or harmful experiences."
"The brain of 2026 research tools moves from helping us work to helping us think."
"Researchers are moving away from viewing AI as automation and toward a sophisticated collaborator or soundboard."
"The tool is only as good as the intention behind its design; we build AI the dscout way with transparency and ethics."
Or choose a question:
More Videos
"You want to catch accessibility defects early through automated testing in your CI/CD pipeline, what we call shifting left."
Sheri Byrne-HaberAccessibility at Scale
June 9, 2021
"Data tells you what happens; qualitative research tells you why it happens."
Prayag Narula Hannah HudsonEmpowering Designers to do Good Research
March 11, 2022
"If you build something that's easy to use but not what people want, it doesn't matter."
Janelle EstesUX Research Trends
January 28, 2021
"User research is a validation function is a common pitfall, but its real power is uncovering meaningful insights early."
Craig Brookes Andreas Huebner Morgan Quinn"Just Make it Look Good" and Other Ways We're Misunderstood
June 11, 2021
"We design a community that would be missed if it were gone for our service design leaders."
Marc Fonteijn Ru ButlerIncrease your confidence, influence, and impact (through a Professional Community)
December 3, 2024
"The issue is not research ops being more organized researchers — the problems and scale are very different."
Kate TowseyThe State of ResearchOps: More Than Just Theory
June 20, 2019
"Creating safety requires specific, behavioral agreements you can observe and practice."
Alla WeinbergDesign Teams Need Psychological Safety: Here’s How to Create It
September 9, 2022
"A government designer aims to reduce UX variation while a contractor may optimize only their single product, creating potential conflicts."
Shawna Hein Kevin HoffmanCreate a Cohesive Civic Design Practice Across Agency, Vendors, and Contracts
November 17, 2022
"Positive mutual regard helps uncover root causes behind people’s behaviors to build collaboration rather than combat."
Tricia WangSCALE: Discussion
June 15, 2018