Answer engine optimization

AI visibility audit for Detroit businesses

Before you spend a dollar on AEO, find out what AI tools say about you now. We ask ChatGPT, Google AI Mode, Perplexity and Copilot what your customers ask. We note who gets named and how each tool describes you, then hand you a fix list, biggest payoff first. It is the first step of our AEO work, and it stands on its own.

10+Buyer prompts asked to each engine, logged out, with every named business and cited source recorded
4Engines checked: ChatGPT with search, Google AI Mode and AI Overviews, Perplexity, Microsoft Copilot
Since 2015Detroit marketing, so the fix list comes from people who also produce the content
ScopedRates quoted by market and by the services you want named

What we do

What’s included

Every project is scoped to what you need. These are the pieces we deliver most often.

The prompt test

Ten to fifteen questions your customers actually ask, written with you, run logged out on each engine. We record who is named, in what order, what is said about you and which pages each engine cites.

Fact check

Your name, address, phone, founding year, hours and services compared across your site, structured data, Google Business Profile, Apple Business, Yelp, Bing Places, LinkedIn and Facebook. Every mismatch listed.

Google Business Profile review

Categories, services, products, photos, posts, review count and recency, reply rate and what the profile is missing against the top profiles in your category.

Citation map

The directories, review sites and best-of lists each engine cited for your category, with your status on each one.

Page review

Whether your service pages state who you are, what you do, where and for whom in the first paragraph, and whether they answer the questions buyers put to AI tools.

Fix list in order

What to change first, second and third, with the reason for each and what you can do in-house versus what we would do for you.

RAW Digital Group's AI visibility audit shows a Detroit or Michigan business how ChatGPT, Google AI Mode and AI Overviews, Perplexity and Microsoft Copilot answer its customers' questions: which companies each engine names, which sources it cites, whether its facts about the business are right, and what to fix first. The audit covers the business's own site, structured data, Google Business Profile, Yelp, Apple Business, Bing Places and directory listings. It is quoted by scope.

Updated

Why start with an audit

Most businesses have never heard what an AI assistant says about them. Some find out from a customer: it comes up in passing. Others find out that they are not mentioned at all while a competitor with half the reviews is. The audit replaces guessing with a log. Every prompt, every engine, every named business and every cited page, written down with a date, so you can see exactly what each tool believes and where it learned it.

What we check, and what it tells you

The prompt log. The same question asked to four engines often produces four different lists. The pattern across them is what we report: who gets named, by which engines, and which sources each one cites. The cited sources show where to look first. If Perplexity keeps citing one directory for your category, that directory is a priority.

Fact mismatches. AI assistants reconcile what they find. Two addresses, two phone numbers or a founding year that differs between your site and your Google profile each give an engine a reason to hedge or to pick the wrong one. The audit lists every mismatch with the source it appears on.

Profile gaps. Google’s AI features and Maps answers draw heavily on the Business Profile. We compare yours with the profiles that show up first for your category: categories, services with descriptions, products, photo count and age, posting cadence, review count, review recency and reply rate.

Citations. We map which directories, review sites and best-of lists each engine cited and whether you are on them with the right category and the right landing page. Our guide to how AI search picks local businesses explains why these lists carry so much weight.

Pages. We read your service pages the way an engine does: does the first paragraph say who you are, what you do, where and for whom? Are the questions buyers ask answered in plain sentences? Does the structured data match the visible text?

What you get

A written report with the dated prompt log, the fact-mismatch table, the profile comparison, the citation map and a fix list in order of payoff, plus a call to walk through it. If you continue into our AI search optimization service, the audit becomes month zero of the tracking and nothing is repeated. If you take it in-house, our 25-point AI visibility checklist is the companion to work from.

Who should get one

Detroit and Michigan businesses that sell something people research before buying: contractors and developers, hotels and venues, restaurant groups, manufacturers, professional firms and agencies. If a customer has ever told you an AI assistant got your business wrong, or you have watched a competitor get named for work you do better, tell us what customers should be asking.

Process

How a project runs

No surprises. You know who is on your project, what it costs and when you get files.

Kickoff

A short call to agree on your services, markets and the questions a customer would ask an AI assistant about them.

Audit

We run the prompts, pull the listings and profiles, and review the pages.

Report

A written report with the prompt log, the fact mismatches, the citation map and the fix list, walked through on a call.

Next step, if you want it

Carry the fix list into our monthly AEO work, or take it in-house. The report is yours either way.

Rates

Request audit rates

The audit is scoped to how many services and markets you want checked. Tell us what customers should be asking AI about your business and we will send rates.

Our team follows up with rates.

FAQ

Questions we get asked

What is an AI visibility audit?
An AI visibility audit records how AI assistants answer the questions your customers ask about your category: which businesses ChatGPT, Google AI Mode, Perplexity and Copilot name, what they say about yours, which sources they cite, and what is wrong or missing in the listings and pages those sources are built from. RAW Digital Group delivers it as a written report with a prioritized fix list.
Can I run an AI visibility audit myself?
Yes, and our 25-point checklist shows how. Most owners can run the prompt test and the fact check in an afternoon. What takes longer is the citation map and the page review, and knowing which fixes move the needle first. RAW Digital Group's audit does all of it and hands you the result.
What do you need from us?
Your services and markets, the questions you think customers ask, and read access to your Google Business Profile if you want the profile review to go deeper than what is public. Nothing else.
Does the audit include fixing anything?
No. The audit is the diagnosis and the plan. If you want it carried out, our AI search optimization service does the fixes and tracks the same prompts every month. You can also take the fix list in-house.
How much does an AI visibility audit cost?
It is quoted by scope: how many services, how many markets and how many engines. Request rates on this page and we will send current pricing.
Will the audit tell us how to guarantee a ChatGPT recommendation?
No, because no one can guarantee that. Answers vary by phrasing, by run and by user, and the engines change. The audit tells you where you stand today, why the named competitors are named, and what you control. Google has said its AI features have no special requirements beyond what regular search needs.

Have a project in mind?

Tell us what you are working on. We follow up with next steps, a rough budget range and the right people for the job.

Start a project