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AI is moving beyond answering questions and toward taking action on our behalf. But as agents handle more of the customer journey, what happens to the websites and publishers that make AI-powered discovery possible?
In this episode of Found in AI, Cassie Clark breaks down two developments that reveal different sides of the future of search.
First, Meta introduces Muse, a personal AI agent designed to complete tasks on a user’s behalf. Cassie explores what the shift from AI answers to AI actions could mean for brand discovery, the customer journey, and why being recommended by an AI engine may no longer be enough.
Then, we turn to a story that deserves more attention: Yahoo Scout. Yahoo CEO Jim Lanzone is making the case for an AI search experience that keeps publisher links visible and preserves opportunities for referral traffic. Cassie examines why that approach matters, what it could mean for the economics of the open web, and why marketers need to look beyond citations when measuring AI visibility.
In this episode:
-  What Meta’s Muse reveals about the shift from AI search to AI agentsÂ
- Â Why brands need to think about agent readiness, not just AI visibilityÂ
- Â How Yahoo Scout approaches AI-generated answers and publisher linksÂ
- Â Why citations and referral traffic are not interchangeableÂ
- Â What the future of AI discovery could mean for marketers, publishers, and the open webÂ
Stories covered:
Meta: Introducing Muse, a Personal AI Agent
The Next Web: Yahoo Scout, Jim Lanzone, and the Future of Publisher Links
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Cassie Clark is an AI search visibility consultant and a fractional content strategist for startups and enterprise brands. If that sounds like the kind of help you're looking for, email me at cassie@cassieclarkmarketing.com.Â
Or request your AI Search Visibility Audit: https://cassieclarkmarketing.com/ai-search-visibility-audit/
Join Cassie Clark for a free live training, How to Build an AI Search Visibility Strategy, on November 5, 2026, at 1 PM ET.
Learn how to identify relevant AI search opportunities, diagnose visibility gaps, establish a measurement baseline, and prioritize your next steps. Includes live Q&A.
Register for free: https://cassieclarkmarketing.com/ai-search-training/