B2B AEO is the work of making vendor information accurate, accessible, easy to evaluate, and observable in AI-assisted research. It does not guarantee that a company will enter a shortlist or influence a purchase.
Build a canonical vendor fact sheet
Maintain one reviewed source for product scope, intended customer, plan limits, pricing method, integrations, security, privacy, support, implementation requirements, and public documentation. Use it to correct contradictions across owned pages and authorized profiles.
Publish evidence buyers can evaluate
Useful B2B content includes:
- workflow pages with prerequisites and limitations;
- security and privacy documentation;
- current integration details;
- fair comparisons using the same criteria;
- real customer cases with permission, method, timeframe, and limitations;
- pricing or a truthful explanation of the quote process.
Do not invent buyer-adoption percentages, conversion effects, or pipeline outcomes. A case study is one account, not a universal benchmark.
Cover committee questions
Different roles ask different questions. Technical reviewers may need architecture and permissions; security teams need controls and data handling; finance needs total cost and contract terms; users need workflow and support details.
Map content to real questions from sales, support, procurement, and user research rather than assumed AI preferences.
Measure with a stable prompt set
Record the prompt, system, date, response, cited URLs, and accuracy for questions relevant to each buyer role. Compare runs without assuming causation.
Track business outcomes separately using your own funnel data, conversion records, and pipeline data. If an AI referral cannot be attributed, report the effect as unknown.
Optional files and structured data
Use structured data only when it matches visible, eligible content. llms.txt is optional and agent.json is experimental. None of these guarantees a B2B recommendation or citation.
Frequently Asked Questions
What should a B2B team fix first?
Start with wrong prices, plan limits, capabilities, integration behavior, security claims, legal terms, and contact routes.
How long does B2B AEO take?
There is no fixed timeline. Verify technical changes directly and observe answers, referrals, qualified pipeline, and sales outcomes over time.
Do thought-leadership statistics improve citations?
Only publish numbers supported by a transparent method and direct source. Specificity without evidence creates risk rather than authority.
How should we evaluate a case study?
Check who published it, the subject, baseline, intervention, measurement method, timeframe, conflicts, and whether another explanation could account for the change.