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SEO1 min read• Published November 4, 2025• Updated November 21, 2025

The Product-Led SEO Era: How AI Agents Will Discover You

GPTs and voice agents don't search, they discover. When AI recommends products, it's not clicking links; it's querying data. Here's how to be findable in the agent economy.

By François-Pierre MarcilFounder & Strategic Growth Advisor
AI agent interface showing product discovery

When AI Agents Replace Search Queries

Traditional SEO optimizes for humans typing queries. Product-Led SEO optimizes for AI agents executing tasks. The shift is fundamental: agents don't browse, they extract, compare, and recommend based on structured data about your product or service.

Human Search vs Agentic Discovery

Human search: "best email marketing tool" → clicks 10 blue links → compares manually. Agentic discovery: "find me an email tool with X features for Y budget" → AI queries structured data → returns direct recommendation. You need to be in that structured dataset.

How to Optimize for AI Discovery

Structure your product data. Use schema markup extensively. Build comprehensive documentation. Create API-accessible information. AI agents reward clarity, completeness, and machine-readable structure. Your website should be designed for both humans and agents.