KEY TAKEAWAYS
-
Conversational AI changes how buyers search:
Searchers now use natural language with detailed context (e.g., team size, legacy tools, specific pain points) rather than compressed, short keywords. -
Qualifying details increase AI discovery:
Specific context previously cut for having 'zero search volume' now provides the surface area needed for conversational AI to match and retrieve your content. -
Put context back into body copy:
Plainly specify company sizes served, migration scenarios, objections, and exact product fits or non-fits directly within your content. -
Audit content for specific buyer situations:
Focus content evaluations on which unique buyer scenarios your pages answer better than any competitor.
A sentence like this one would have failed an SEO review three years ago. It now describes exactly how people search:
“We are a 40-person B2B SaaS company. Our sales team hates our CRM. Our biggest problem is pipeline reporting, and we don’t want to go through a 6-month migration.”
Stephan Marais, head of SEO at Somebody Digital, uses that example to explain what changed. In the old model, all of that context got flattened into four words typed into Google: best CRM for small business. “You take away the fact that they are 40 people strong, that they hate their CRM, that they can’t stand another 6-month switchover,” he says. “Google couldn’t give you a real answer, because it didn’t have the context.”
Conversational prompting doesn’t force that compression. The buyer describes the actual situation, and the AI works through it “as your personal shopper”, as Marais puts it, walking a giant warehouse to find the one option that fits a very detailed specification.
Why Conversational Search Punishes Compressed Content
This creates an uncomfortable problem for a decade of content decisions.
The qualifying detail that made a page specific, the line about teams of 20 to 100, the paragraph about migrating off a legacy system, was routinely stripped out because the keyword research didn’t support it. “The SEO said there’s no search volume for the long tail term,” Marais says. No volume, no value, so teams cut it.
But that detail is now the thing that makes a page retrievable against a richly specified prompt. Content written to match a four-word query has very little surface area for a 40-word one to catch on.
What to do with this shift in search behavior
It’s time to put the context back in. The company sizes you serve, the situations you’re a fit for, the migrations you handle, the objections you can answer, the cases where you’re the wrong choice. Written plainly, in the body copy, where it can be read rather than inferred.
Marais is clear this shouldn’t turn into volume for its own sake. “It needs to be strategic and targeted,” he says, and the strategy is answering real people’s real questions, including the difficult ones about what your product doesn’t do.
John Wilkes pushed him on whether this means simply investing more in content. Marais’s answer is more specific than a budget line: The value lies in how deliberately the content is chosen, and in accepting that some of what shapes your visibility is published by other people entirely.
For a marketing leader, the practical version is a content audit with a different question at the front of it: Which specific buyer situation can this page answer better than anyone else writing about it?
Traditional SEO flattened detailed user context into short keywords (e.g., “best CRM for small business”). Conversational AI allows buyers to search using their exact, detailed situation, making long-tail qualifying details valuable rather than something to be cut.
Because traditional keyword research showed no search volume for long-tail terms. If a phrase lacked search volume, it was routinely cut.
By putting context back into the body copy, such as company sizes served, specific use cases, migrations handled, and difficult questions about what the product doesn’t do, so that content is retrievable against rich prompts.
Conducting a content audit with a focus on which specific buyer situations a page can answer better than anyone else.
Accordion Content
