Voices of Search // A Search Engine Optimization (SEO) & Content Marketing Podcast · I Hear Everything

How LLMs Are Rewriting the B2B Discovery Journey

·58 min·2 clips

Nearly nine in 10 B2B buyers have adopted generative AI. Jordan Cooney treats that as buyer behavior, not a trial balloon, because these tools are already showing up across the buying process. Search is starting to feel less like browsing a results page and more like asking a system to do the sorting. The episode sits right there, with the system becoming the front door and the bot looking a lot like the first audience. For SEO teams, that makes website readability a survival issue, not a nice technical cleanup. Jeff Rain joins from Everything Machines, where he is co-founder, and keeps the conversation close to the work marketers have to do. The rules are still messy. Rain questions whether different answer engines will reward the same optimization moves, especially as the systems keep shifting. Google adds another layer. The discussion suggests Google has reason to define answer-engine optimization in a way that protects familiar SEO habits and helps Gemini. Cooney then pulls the thread toward conversion. Ask-and-answer journeys are not just a new wrapper on search. They change what marketers expect a user to do next. Browsing turns into refinement. A buyer talking with an LLM narrows toward something specific, whether that is running shoes, healthcare help, or personal finance guidance. That creates an awkward measurement problem. If the model solves enough of the question before anyone visits a site, ranking pages may not be the whole game anymore. Rain pushes toward one-to-one matching, with an intelligent agent finding the right thing for a person and less space for signals designed to trick the system. The takeaway is blunt: SEO teams need to learn how machines read, compare, and route information before discovery slips out of reach.

As heard by us

A practical look at search when buyers start asking the model first.

This episode follows the move from search and discovery to ask and answer, with Jordan Cooney and Jeff Rain focused on what changes when the model becomes the front door.

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Hear how B2B discovery changes when buyers ask the model first.

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