AI is therefore building the shortlist before a seller’s site is visited. What gets a vendor cited matters: G2 says review-site citations most inspire confidence in an AI recommendation.
Marketers who only optimize pages for clicks risk invisibility; positioning, peer proof and machine-readable product truth now decide consideration.
Marketing budgets and effort have to follow the buyer into the answer box. That means treating review platforms and third-party proof as primary media: current, detailed customer reviews are what AI answers cite with confidence, so review generation is now a demand program, not a reputation chore. Product truth needs to be machine-readable — clear capability, pricing and comparison information an answer engine can quote accurately. Teams should also audit what the major chatbots currently say about their category and their brand, then fix the gaps with source content. If your positioning only exists in gated PDFs and homepage copy, the shortlist will form without you.
