How To Audit Whether AI Recommends Your Brand

Bring one other person from the business, ideally from sales. They will spot inaccuracies in how you are described that a marketing reader skims past, and they will tell you within minutes whether the prompts sound like real customers. That second opinion costs half an hour and prevents the most common flaw in a self run audit, which is a set of questions written in the company's own language.

Your Content Is Not Extractable A page that renders its content only after JavaScript executes may be readable by a browser and not by a retrieval system. The same applies to text locked in images, key specifications trapped in a PDF, and pricing hidden behind a form.

Finally, pay attention to how they talk about their existing clients. Somebody who describes a client's category accurately, names the specific constraint that made the work difficult, and mentions something that did not work has actually done the job. Somebody who describes every engagement as a success in identical language has either been unusually lucky or is describing a template.

Build the Prompt Set First Everything downstream depends on asking the right questions, and the most common mistake is asking questions phrased the way your marketing department talks. Buyers do not use your category name. They describe a problem.

Writing Prompts That Sound Like Customers The foundational skill is deceptively mundane. Somebody has to write the questions your buyers actually ask, in their words, without the category vocabulary your team uses internally.

Influencing Sources You Do Not Own The highest value work sits on pages your team cannot edit. Review platforms, directories, forum threads and comparison articles carry disproportionate weight in generated answers, and getting represented accurately on them requires outreach, correction requests and occasionally patience with people who are not obliged to help.

Two asking who to hire or buy from for the thing you sell. Two describing the problem your product solves without naming the category. Two comparing named competitors. Two asking about a specific situation your best customers are in. One asking directly who your company is. One asking whether your company is any good.

Set a Cadence and Stick to It Monthly is enough for most categories. Run the same prompts, the same number of times, and keep every answer. The value compounds because you can look back and see when a competitor entered the shortlist and which source appeared alongside them.

Discontinued products deserve deliberate handling rather than deletion. Removing a page severs the connection between existing reviews and coverage and your catalogue, and it leaves stale third party listings pointing at nothing. Keeping the page, marking it clearly as discontinued and naming the replacement preserves the accumulated evidence and redirects the recommendation rather than losing it.

Reviews Do Disproportionate Work For products more than for services, review content is the evidence base. Volume matters, recency matters more, and detail matters most, because a review that describes a specific use gives a model something to match against a specific question.

This is a working method you can run yourself in an afternoon, repeat monthly, and hand to an agency as a brief. It produces a record you can argue with, which is more than most reporting in this field manages. geo seo agency

Set Up So You Do Not Fool Yourself Open a signed out session, or a fresh one with memory and personalisation disabled. This matters more than anything else in the method. An account that has spent the week researching your own company will show you a flattering picture that has nothing to do with what a stranger sees.

Save the document and the date. In three months you will run the same ten prompts again, and the comparison is the only thing that will tell you whether anything you did in between mattered. geo seo agency

Then load your most important page with JavaScript disabled in your browser settings. If what remains is a navigation bar and no substance, that is roughly what a retrieval system reads, and it explains a great deal on its own.

The missing skill is the reflex to ask for the sample size and the publisher before repeating a figure, and to attribute it when using it. Teams that skip this end up presenting a vendor's marketing to their own board as market data, which is a difficult position to recover from.

Ask one final question before signing: what would you tell me if this is not working after six months? The answer reveals whether they have thought about failure, and an agency that has not thought about failure will not recognise it. geo seo agency

Where Marketplaces Fit Marketplace listings are frequently cited, and they are a mixed blessing. They provide corroboration and structured data you did not have to build, and they put a description of your product in circulation that you only partly control.

What to Do First Run five prompts describing a purchase your best customer would be making, from a signed out session, and see what gets named and cited. Then check whether your product data survives with scripts disabled, and whether your name and identifiers are consistent across every listing you can find.