AEO for enterprise: the question is not who should do it, it is who is allowed to.

Everything else on this site assumes that when a scan finds a gap, someone can fix it. In a large company that assumption is where the project dies. The gap is found in week one; the schema change needs legal; the answer page needs brand; the crawler policy is owned by security; the release train leaves every six weeks; and the country site in Germany has its own rules and its own agency. AEO for enterpriseis mostly a governance problem wearing a marketing problem's clothes, and this page treats it that way — including saying where our own product fits and where it does not.

The ask, by function

The same question arrives five ways, and the five functions asking it do not agree on what a good answer looks like. Reading the chart by row is the fastest way to see why enterprise programs stall: the brand question is answered in a week, and the legal and platform questions are what actually determine whether anything changes.

The entity problem comes before the content problem

Most large companies discover the same thing in their first scan: the flagship brand is known to the engines, most product lines are invisible, and the country sites contradict each other about what the company is. That is not a content gap. It is forty entities describing one company forty ways, and an engine reconciling them settles for whichever description it read most. The first quarter's real work is a shared entity layer — organization identity, product taxonomy, claim boundaries — governed centrally, with local teams owning the answer pages beneath it. No tool installs that; a governance decision does.

The size of the exposure, in numbers no vendor owns

The crawler decision, made knowingly

Enterprise CDNs commonly block most crawlers by default, often by a rule written years ago. The distinction that matters is between the crawler tied to appearing in a search product and the one that collects training data. OAI-SearchBot is tied to appearing in ChatGPT Search; GPTBot is primarily training-data collection, and blocking GPTBot does not remove a site from ChatGPT Search. Anthropic splits the same way, with Claude-SearchBot for search appearance and ClaudeBot for training. Unblocking a search crawler exposes what a public page already exposes. The decision belongs to security and legal; the point is that it should be made on purpose, with the two jobs distinguished.

Where our product fits, and where it does not

How to evaluate any vendor in this category without giving it write access

• Ask for the before-and-after, not the dashboard. The artifact that matters is the same questions asked on a schedule, with the answers compared. Any vendor can show a score; ask to see an answer that changed and the dated change that preceded it.
• Run the free scan on two brands before the RFP. The flagship and the line nobody talks about. The difference between the two reports is usually the whole business case, and it costs nothing.
• Separate measurement from publishing in the contract. Read-only measurement can be piloted in a week; publishing rights are a governance decision that should not ride on a vendor evaluation.
• Decide the crawler policy before the pilot, or the pilot measures a site the engines cannot read.

How you know whether it worked

The same buyer questions re-asked on a schedule, so the record is a before and after. Approved pages are submitted to Bing within minutes of going live, and Bing standing is the fastest indicator — independent testing found roughly 87% of ChatGPT's citations match Bing's top results (Seer Interactive, 2026), a measured correlation and not a mechanism OpenAI documents. Citations run to a median of about 6.8 days after indexing, with roughly 42% of pages cited within 30 days, in practitioner testing across 2026 (Semrush / practitioner testing, 2026). At enterprise scale the release cycle is usually the longer clock. And 40–60% of the sources AI cites change every month (eMarketer, 2026), which is why this is a standing function rather than a project.