Conducting pre-research with AI agent personas: Pressure-testing concepts for expert workflows
This video is featured in the AI and UX skill growth playlist and 1 more.
Summary
Key Insights
-
•
AI personas can help UX teams pre-emptively pressure test complex workflows before SME access.
-
•
Structuring AI personas with detailed role, goals, pain points, and boundaries ensures specific and relevant feedback.
-
•
Including a confidence summary in AI responses helps users distinguish between grounded facts and inferences, mitigating hallucinations.
-
•
AI critiques of wireframes expose operational friction and workflow gaps, not just surface usability issues.
-
•
Integrating AI with codebases improves understanding of data lineage, user entitlements, and ecosystem dependencies.
-
•
AI cannot guarantee policy compliance or capture all organization-specific exceptions.
-
•
Early AI involvement fosters confident preparation and sharper questions in SME reviews.
-
•
AI-driven expanded scope can cause scope creep, needing prioritization and feasibility discussions with technology teams.
-
•
AI responses are generally repeatable and consistent when grounded in stable persona definitions.
-
•
AI pre-research helps challenge operational workflows, uncovering inefficiencies that improve overall UX beyond UI enhancements.
Notable Quotes
"Can AI help us do better in pre-research for expert-heavy workflows before we actually get access to the subject matter experts?"
"The real problem is that the team is already making decisions in incomplete conditions."
"Generic advice is usually too broad for a complex workflow such as escalation or compliance."
"AI personas can be valuable as bounded pre-research tool helping us think earlier and reduce avoidable gaps."
"The confidence summary was added to remind us that the AI response is provisional and needs verification."
"When AI got it wrong, it did so in ways that matter operationally, skipping required compliance or assuming outdated workflows."
"The biggest improvement was confidence — walking into a room with senior stakeholders prepared to ask sharper questions."
"AI cannot replace user research, usability testing, or domain expert validation."
"AI helped me challenge operational workflows and ask why approvals happen multiple times across systems."
"Running the same prompt with a defined persona produces consistent and reliable AI responses."
Or choose a question:
More Videos
"Meetings tell us what kind of conversations we are having and what kind of conversations we are not having."
Alla WeinbergHow to Build and Scale Team Safety
January 8, 2024
"The creation of trust and collaboration environment has a different timescale than communication tools themselves."
Elizabeth ChurchillExploring Cadence: You, Your Team, and Your Enterprise
June 8, 2017
"AI possesses the potential to elevate healthcare diagnostics to unprecedented heights."
Vincent BrathwaiteOpener: Past, Present, and Future—Closing the Racial Divide in Design Teams
October 22, 2020
"Civic action as proof of concept to get government moving, to get the wheels turning was really interesting."
Sarah Auslander Betsy Ramaccia Gordon RossInsights Panel
November 18, 2022
"Gene AI can really help to speed up synthesis moments connected to textual content generation and navigation."
Yulya Besplemennova[Demo] Stress-testing GenAI in user research synthesis
June 4, 2024
"Buddy systems create leadership opportunities and a support network without changing org charts."
Russ UngerOnboarding: The Ecosystem, not the Afterthought
November 7, 2017
"The integration of AI into clinical workflows is creating urgent demand for sharper UX thinking, not less."
Eric ShumakeDiagnosis UX: Building Influence in Healthcare Design
April 9, 2026
"Every project and initiative we launched has been a Trojan horse navigating through dark matter."
Sofía Delsordo Kassim VeraPublic Policy for Jalisco's Designers to Make Design Matter
December 8, 2021
"We all want to design for scale, but empathy alone is sometimes a shortcoming when thinking about scale."
Nancy DouyonWe'll Figure That Out in the Next Launch: Enterprise Tech's Nobility Complex
June 15, 2018
