Category education becomes visibility
Technical authority, documentation, and use-case clarity matter when buyers ask AI systems what to choose.
B2B buyers ask agents for shortlists before they ask peers. The tools that show up are the ones whose docs, changelogs, and comparison pages read as authoritative source material.
Buyers arrive already narrowed
The pre-sales conversation now starts after the model has produced a candidate list. If you are not in that list, you never get the demo.
Winning the list means owning the category definition — what the problem is, how to evaluate solutions, and what trade-offs matter — in content the model can extract confidently.
Content that gets you shortlisted
Deep documentation with named features and clear boundaries. Comparison pages that state trade-offs honestly. Public changelogs and roadmap notes that signal a living product. Case studies with named customers and specific outcomes.