Recent research is upending how B2B teams think about content. What's working isn't what most teams are building.

The playbook that built the budget

The B2B content playbook has been pretty stable for years. Blog to attract, publish thought leadership to build credibility, send press releases to stay on the radar. It worked because buyers were doing their own reading.

A growing share of them aren't anymore. Roughly 67% of B2B buyers now use AI assistants for vendor research, getting synthesised answers before they ever land on your website.

The data worth seeing

​A study of 768,000 citations across ChatGPT, Google AI Overviews, and Perplexity found that product specs, comparisons, and "best of" lists account for up to 70% of B2B AI citations. Educational blogs earned under 6%. PR materials, under 2%.

Ahrefs, one of the most widely used SEO tools globally, tracked their own numbers on this: AI visitors made up just 0.5% of their total traffic — but drove 12.1% of all new signups. Buyers arriving from AI already know what they're looking for. They skip the browsing phase entirely.

That's the case for getting your product content in front of AI engines. The overlap between top Google rankings and AI-cited sources has dropped to below 20%. You don't need to own page one to earn citations. But you do need to be structured, specific, and machine-readable.

Where that leaves your content strategy

Most B2B content budgets flow toward blogs, thought leadership, and editorial — the formats that build awareness with human readers. AI engines largely bypass them in favour of pages that answer specific questions with verifiable facts: comparison tables, feature breakdowns, structured product pages.

The gap is easy to see for yourself: open any AI search tool and type in the questions your buyers would actually ask about your category. See which brands show up and what kind of content gets cited. That gap between what appears and what you currently publish? That's your content brief.

The real question to bring back to your next planning session isn't "are we publishing enough?" It's whether your content answers the specific questions a buyer would type into AI, with the facts and structure that make it worth citing.

Thought leadership earns admiration. Product clarity earns citations.