
Your AI got the answer right. So why don't customers trust it?
Episode web page: https://bit.ly/4yCmSZK Episode summary: What makes a great AI experience? It's about more than getting the right answer. In this episode of Insights Unlocked, guest host Mike Mace talks with Sara Logel and Kira Orlova from Auros’ Professional Services about why traditional measures of software quality aren't enough to evaluate AI experiences. They introduce ARQ (AI Relationship Quality), a new research framework designed to help companies understand how people experience AI and build products that earn trust, drive adoption, and keep customers coming back. Sara and Kira explore five essential elements of a successful AI experience: trust, understanding, control, outcome, and affinity. They explain how these factors work together, why trust in AI needs to be calibrated rather than maximized, and what happens when AI delivers impressive results but leaves users feeling confused, powerless, or disconnected. The conversation also explores how ARQ combines quantitative benchmarking with qualitative human insights to help product and UX teams identify opportunities for improvement, compare experiences against competitors, and demonstrate the business value of better AI experiences. You’ll learn: Why evaluating AI experiences requires more than accuracy, usability, and task completion The five elements of AI Relationship Quality: trust, understanding, control, outcome, and affinity Why building appropriate trust in AI matters more than simply maximizing trust How AI can deliver successful outcomes while still leaving users confused or feeling out of control How quantitative scores and qualitative research work together to uncover what's driving AI experiences How product and UX teams can benchmark AI experiences, prioritize improvements, and measure progress over time Resources & links Sara Logel on LinkedIn (https://www.linkedin.com/in/saralogel/) Kira Orlova on LinkedIn (https://www.linkedin.com/in/kiraorlova/) Mike Mace on LinkedIn (https://www.linkedin.com/in/mikemace/) Learn more about ARQ (AI Relationship Quality): (https://bit.ly/4zHvPlw) Learn more about Insights Unlocked (https://www.usertesting.com/podcast)












