An AEO audit in a week: ten real questions, who gets cited, one URL per query, extractable first sentences, schema, IndexNow. This domain: 13 cited URLs of 147 posts in Bing AI Performance (29 Aug 2026).
An AEO audit a small business can run in a week is ten customer questions, a note of who got cited, and a pass over first sentences, schema, IndexNow, and crawler access. Answer engine optimization means showing up when a person asks ChatGPT, Perplexity, or an AI Overview a real question. You do not need a new blog category for that. You need ten live pages that answer ten buyer questions in the first fifty words.
I ran this from Shrewsbury, Massachusetts, on this domain. A 29 August 2026 Bing AI Performance export showed 147 posts producing 13 cited URLs. How engines pick sources is already written. Start with how ChatGPT and Perplexity decide sources to cite. At Kief Studio this is the week we run when a founder says the site exists and the assistants still name a directory.
Sit down with the questions people already ask at the counter, on the phone, and in the first sales email. Write ten of those. Do not write AEO strategy. Write Do you need a license to open a dispensary in Massachusetts if that is your world, or What should I own versus rent in AI if you sell operations. Put them in a sheet with columns for the prompt, the engine, who got cited, and the screenshot date. If you cannot fill ten rows from real conversations, you are still guessing what buyers type.
OpenAI's ChatGPT search help says the product rewrites a prompt into one or more targeted queries, may send those to search partners, and can show inline citations. Ask ChatGPT with search on. Ask Perplexity. Ask Google's AI Overview. Record the named URL, if any. If your domain is absent, that question is a gap. Do the three engines even when you already think you know the answer. You are measuring what they name, not what you wish they named.
A gap, in the office, is the receptionist question you cannot answer in one sentence on a live page. The assistant will name whoever already did. Screenshot the answer. Do not argue with the model in the moment. You are measuring, not negotiating. Save the screenshot with the date in the filename. Next month you will not remember which engine said which name.
SparkToro's 2024 zero-click study, using Datos, found 58.5 percent of US Google searches ended without a click. Assistants and answer boxes are more of that pattern. Citation is what you count when the click never happens. Measure named URLs, not only sessions. A session that never arrives still left your competitor's name in the answer. That is the week you are running.
Look at the ten prompts next to the pages you already published. If two posts answer the same question in the same first paragraph, engines pick one. Give each live URL a distinct question. Rewrite the first fifty words so a stranger could lift the answer plus one number without reading the rest. If the first paragraph is a throat-clearing about today's digital landscape, the stranger leaves with nothing, and so does the assistant.
If the prompt is How do I run an AEO audit in a week, the first sentence is the method, the ten questions, and the week. FAQ first sentences stay twenty to forty words. Skip the preamble. Featured snippet shape is the same habit: answer, then proof. How to get a small business cited by ChatGPT is the longer sibling if you need the mechanism after the week. Do not start a new series until these ten questions have a home.
Decision questions with numbers go first: hours, license, who holds the login, and what a refund cap is. Essays can wait until the ten buyer questions have answers. Bing's export for this domain on 29 August 2026 showed 13 URLs, 448 page-attributed citations, and the top three at 66 percent. I count cited URLs. Fattening one winner does not answer the other nine prompts. If three pages eat two thirds of the citations, the other nine questions are still sitting in the gap column.
When I sit on a call with a founder, this is the part that feels too small. Ten questions does not look like a content program. It looks like a receptionist script. That is the point. The assistant is answering receptionist questions. If your live page does not, the assistant will quote someone else's receptionist.
Schema is a label on the page for machines. Use Article, Person, and FAQPage only where the FAQ is visible. If the FAQ is hidden behind a tab the crawler never opens, do not mark FAQPage. You would not put a sign on the door for a room that is locked. Structured data labels what is already true. It does not invent citations. If the visible FAQ and the markup disagree, you taught the machine a contradiction.
Keep job titles current. Do not publish expired roles as present tense. A Person block that still claims a fellowship or board seat you finished is a contradiction the assistant can retrieve. Use the same name on the byline as on LinkedIn. That is entity SEO in one office rule: one person, one name, one title that is still true this week. If you finished a role, say you finished it. Past tense is still a credential. Present tense for a finished role is a lie the machine will eventually quote.
Confirm the URL is in the sitemap. An index is the list of URLs a search system knows about. If Bing has never seen the page, Copilot cannot lift it. ChatGPT search is a different product. OpenAI's help text says partners, plural. Stay findable in both. The Bing-shaped half of that work is why a Bing index still matters for Copilot citations. Open the sitemap in a browser. If the new URL is missing, you are asking engines to cite a page they were never told exists.
Ping IndexNow from a machine that can reach the API. IndexNow is a knock on the door that says this URL changed. This site's IndexNow key is a real file on the host. Submitting with a 404 key returns a polite code and does nothing. Open the key URL in a browser. If it 404s, you are notifying nobody. The polite code is the part that fools people. They saw a 200 somewhere and assumed the catalog updated. Inspection is the part that tells you whether it did.
Confirm GPTBot, PerplexityBot, ClaudeBot, and Bingbot are allowed in robots.txt. A subscribe wall is a citation wall. If the first fifty words sit behind an email gate, the assistant never reads them. Allow the crawlers. Keep the paywall, if you have one, off the pages you want named. You can still sell a newsletter. Do not hide the sentence you want quoted.
Add three outbound links to .gov, standards, or named research on the pages you touched. Name the author. Use the same spelling everywhere. For a Massachusetts operator, put the city where it is true. We are in Shrewsbury. Do not invent service-area pages for towns you do not serve. A fake town page is a contradiction waiting to be retrieved. If you serve Worcester County, say that. If you do not drive to a town, do not publish a page that claims you do.
Google's people-first document is still the public E-E-A-T source. Name the person. Keep titles current. Cite a primary, then say what it means on a desk. E-E-A-T as practice is the longer note. Why more pages lose is why more content loses in AEO: two URLs fighting one question, and a first paragraph that never answers. The week you just ran is how you stop adding the second fighter.
The checks we run on sites we operate live with the rest of the public tools on kief.dev. If you want the week run for you as a department, that hire is LTFI. Architecture when the question is the control plane is briansgagne.com. The method still fits a week of owner time. You do not need a ten-person content team to fill ten rows and rewrite ten openings.
Copy a sheet with ten rows and these columns: prompt, engine, cited domain, the page you already published that answers it, a first-sentence draft, schema yes or no, and in Bing yes or no. Fill it once. The empty cited-domain cells are the week. Do not start a new blog category until those ten questions have a live page that answers them in the first fifty words. If a row has a prompt and no page, that is Monday's writing job, not a new editorial calendar.
Re-run the ten prompts in thirty days. Count distinct URLs of yours that appear. If you have Bing Webmaster access, re-export AI Page Stats. The week is the baseline. The month is whether the first sentences actually lifted. If the same three URLs still take most of the citations, you fattened winners. Go back to the seven empty questions. Those are still the receptionist questions nobody answered on a live page.
Keep the screenshots. Keep the sheet. The next time someone says we should post more, open the ten rows. Volume without a unique question does not create a new cited page. That is the whole week, said across this table: ten questions, ten first paragraphs, a sitemap that includes them, crawlers that can read them, and a name and town that are still true.
It is a one-week pass: ten real questions, who gets cited, one question per page, extractable first sentences, valid schema, IndexNow, and open crawlers. You can run it with screenshots and a spreadsheet.
Pick prompts a buyer would type into ChatGPT or Perplexity this month. Hours, license, process, cost shape, and who holds the login. Skip internal slogans nobody searches.
Re-run the same ten prompts in thirty days. Count distinct URLs of yours that appear. Re-export Bing AI Page Stats if you have Webmaster access.
Only if you are actually local. State the city you operate from. Fake service-area pages do not help citation.
Yes. The ten prompts and screenshots are the method. Webmaster Tools add a second count of which URLs Bing attributes. Use both if you have the login.
A Bing index still matters for Copilot citations. OpenAI: ChatGPT search rewrites queries and may cite partners. This domain: 13 cited URLs of 147 posts (Bing AI, 29 Aug 2026). IndexNow with a real key file. One query, one URL.
Getting a regulated small business cited by ChatGPT: OpenAI rewrites queries and may cite partners. Put license, town, and a 50-word answer in HTML. This domain: 13 cited URLs of 147 posts (Bing AI, 29 Aug 2026).
AEO for Massachusetts local service businesses: identical NAP, town-true pages, 20 to 40 word FAQs. SparkToro 2024: 58.5 percent of US Google searches ended without a click. Fake city mills are a trust leak.
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