{"id":9170,"date":"2026-03-19T14:18:02","date_gmt":"2026-03-19T18:18:02","guid":{"rendered":"https:\/\/rosenfeldmedia.com\/designing-with-ai\/?post_type=sessions&#038;p=9170"},"modified":"2026-04-09T11:19:04","modified_gmt":"2026-04-09T15:19:04","slug":"conducting-pre-research-with-ai-agent-personas-pressure-testing-concepts-for-expert-workflows","status":"publish","type":"sessions","link":"https:\/\/rosenfeldmedia.com\/designing-with-ai\/sessions\/conducting-pre-research-with-ai-agent-personas-pressure-testing-concepts-for-expert-workflows\/","title":{"rendered":"Conducting pre-research with AI agent personas: Pressure-testing concepts for expert workflows"},"content":{"rendered":"<p>Designers in complex domains like finance, healthcare, or government are often asked to design for expert workflows they barely understand, while their subject-matter experts are too busy to join every iteration. This case study shows how niche AI \u201cagent personas\u201d became an always-available, domain-aware first pass on ideas\u2014helping a UX professional in fintech to pressure-test concepts, understand upstream\/downstream impacts, and arrive at better prototypes faster. In this work, AI serves explicitly as a pre-research layer, not a substitute for real users, formal research, or usability testing, ensuring that human insight remains at the center of the design process.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Designers in complex domains like finance, healthcare, or government are often asked to design for expert workflows they barely understand, while their subject-matter experts are too busy to join every iteration. This case study shows how niche AI \u201cagent personas\u201d became an always-available, domain-aware first pass on ideas\u2014helping a UX professional in fintech to pressure-test [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"template":"","session-theme":[33],"session-type":[24],"rm-permissions":[],"event-type":[],"class_list":["post-9170","sessions","type-sessions","status-publish","hentry","session-theme-theme-2","session-type-conference-session"],"acf":[],"_links":{"self":[{"href":"https:\/\/rosenfeldmedia.com\/designing-with-ai\/wp-json\/wp\/v2\/sessions\/9170","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rosenfeldmedia.com\/designing-with-ai\/wp-json\/wp\/v2\/sessions"}],"about":[{"href":"https:\/\/rosenfeldmedia.com\/designing-with-ai\/wp-json\/wp\/v2\/types\/sessions"}],"author":[{"embeddable":true,"href":"https:\/\/rosenfeldmedia.com\/designing-with-ai\/wp-json\/wp\/v2\/users\/3"}],"wp:attachment":[{"href":"https:\/\/rosenfeldmedia.com\/designing-with-ai\/wp-json\/wp\/v2\/media?parent=9170"}],"wp:term":[{"taxonomy":"session-theme","embeddable":true,"href":"https:\/\/rosenfeldmedia.com\/designing-with-ai\/wp-json\/wp\/v2\/session-theme?post=9170"},{"taxonomy":"session-type","embeddable":true,"href":"https:\/\/rosenfeldmedia.com\/designing-with-ai\/wp-json\/wp\/v2\/session-type?post=9170"},{"taxonomy":"rm-permissions","embeddable":true,"href":"https:\/\/rosenfeldmedia.com\/designing-with-ai\/wp-json\/wp\/v2\/rm-permissions?post=9170"},{"taxonomy":"event-type","embeddable":true,"href":"https:\/\/rosenfeldmedia.com\/designing-with-ai\/wp-json\/wp\/v2\/event-type?post=9170"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}