Episodes / Ep. 1
EPISODE 1 March 3, 2026 50 min

How Wayfair uses Arize for Reliable Agentic AI

agentic AI evals retail logistics Wayfair Arize AI

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How Wayfair Makes Its Agents Reliable

Multiple LLMs as a jury catch costly errors.

How Wayfair Makes Its Agents Reliable

Victor Sulaiman, Senior Product Manager, Wayfair

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Wayfair moved agentic AI from pilot to production, cutting ticket resolution from seven days to two. Aman Khan of Arize and Victor Sulaiman of Wayfair on what it takes to make agents reliable.

Aparna Sinha writes · 3 min read

How Wayfair Scaled Agentic AI

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Aman Khan

Aman Khan

Head of Product @ Arize AI

Aman is Head of Product at Arize AI, an AI Development and Evaluation platform used by companies like Uber, Duolingo, Reddit, Instacart, Booking.com and Wayfair. At Arize, Aman helps teams launch and improve their AI agents and systems. He recently led a popular deeplearning.ai course on Evaluating AI Agents, and has been featured by Lenny's Newsletter to cover AI Product Management and Evals a number of times. Prior to Arize, Aman led products at Spotify, Cruise and Apple.

Victor Sulaiman

Victor Sulaiman

Senior Product Manager @ Wayfair

Victor is a Senior Product Manager at Wayfair, where he leads AI and Agentic workflows for retail and marketplace platforms. He has over a decade of experience driving enterprise AI adoption, from Uber to Meta and even worked on foundational model research, he specializes in building scalable, reliable agent systems that put the user at the center. Victor is passionate about the intersection of product strategy, marketplace economics, and responsible AI deployment.

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