A practical accuracy check for business owners
You know what your business does.
Your customers probably know too. At least, you sincerely hope they do.
But what happens when somebody asks ChatGPT, Gemini or Claude about your business?
Will it describe your services accurately? Will it know where you operate? Will it understand who you help, what you specialise in and why somebody might choose you?
Or will it confidently introduce a strange parallel-universe version of your business that moved suburbs three years ago, offers a service you have never provided and appears to employ somebody called Martin?
The only sensible way to find out is to ask.
A simple branded accuracy check can reveal how clearly your business is represented across AI-powered platforms. It can uncover missing, outdated or conflicting information before a potential customer encounters it.
It will not give you a complete measure of AI visibility. It will, however, tell you whether the basic picture is accurate.
That is an important place to start.
The short answer
Ask several AI platforms to explain:
What your business does
Where it operates
Who it serves
Which services it provides
What it is known for
Who runs it
Which sources support the answer
Then assess whether the response is correct, complete, current, consistent and properly supported.
Do not rely on one question, one platform or one result.
And do not assume that an accurate answer means your business will automatically be recommended to somebody who has never heard of it. Being understood by name and being selected from a wider market are two different tests.
What does it mean when we say ChatGPT “knows” your business?
It is tempting to imagine that an AI platform maintains a neat little file about every business.
Inside the file are your opening hours, services, founder, location, reviews, preferred brand colours and the unfortunate headshot you have been meaning to replace since 2018.
That is not how it works.
An AI-generated answer may be shaped by several types of information.
Information learned during model development
AI models are developed using large collections of information. This can influence the model’s general understanding of well-known organisations, industries, people, places and concepts.
That information is not necessarily current.
A model may know that a business existed or previously offered a service without knowing about a recent rebrand, relocation or change in ownership.
Current information retrieved from the web
Some AI experiences can search the web when answering a question.
They may retrieve information from your website, business profiles, directories, media articles, reviews or other available sources.
This can produce a more current answer, particularly when the platform provides citations or source links.
However, web access does not guarantee accuracy. The platform may encounter outdated, incomplete or conflicting information and still need to decide how to interpret it.
Context supplied in the conversation
The answer can also be influenced by what the user has already said.
If somebody tells the platform that your business is located in Newcastle, it may continue answering within that context even if the actual business is on the Central Coast.
Previous questions, location details and assumptions can all affect the response.
This is why a single answer should never be treated as a permanent record of what the platform “knows”.
It is a generated response produced under particular conditions.
Why should a business owner care?
Potential customers use AI platforms to do more than find trivia or create suspiciously cheerful meal plans.
They use them to:
Research unfamiliar businesses
Compare service providers
Check whether a company seems legitimate
Understand what a business offers
Find options in a location
Shortlist suppliers
Compare features and specialties
Summarise reviews
Prepare questions before making contact
A customer may discover your business elsewhere, then ask an AI platform to investigate it.
They might search:
What can you tell me about this company?
Is this business reputable?
Does this restaurant cater for gluten-free guests?
Does this builder work on commercial projects?
Who owns this company?
Would this service suit a small Australian business?
If the response is inaccurate, incomplete or unhelpfully vague, it can influence the customer’s impression before they ever contact you.
You cannot control every AI-generated answer.
You can strengthen the information available and reduce the gaps that make incorrect interpretations more likely.
Before you begin the accuracy check
Use a new conversation where possible.
This helps reduce the influence of previous chats, saved context and unrelated assumptions.
State the location clearly if your business name is not unique. There may be another company with the same or a similar name in a different state or country.
Use the same core prompts across several platforms.
I recommend testing:
ChatGPT
Google Gemini
Claude
Perplexity, if relevant to your audience
Record:
The platform
Date
Exact prompt
Full response
Sources or citations
Errors
Missing information
Information that is correct but poorly explained
A basic spreadsheet is enough. You do not need a large and intimidating software dashboard to discover that an AI platform thinks your café closes at 2:00 pm.
Test 1: Can it identify the correct business?
Begin with a straightforward identity prompt.
What can you tell me about [business name] in [location]? Please include what the business does, where it operates, who it serves and the sources you used.
This tests whether the platform can identify the correct entity.
Pay attention to whether it:
Finds the correct business
Confuses it with a similarly named organisation
Uses the correct website
Identifies the correct location
Understands the broad business category
Provides sources relating to the right company
If the platform cannot reliably identify the business by name and location, there may be a discovery or entity-clarity problem.
What a strong result looks like
A useful answer should identify the correct business and provide a concise, factual explanation grounded in current sources.
It does not need to reproduce your preferred brand wording perfectly.
In fact, a slightly different but accurate description is generally more reassuring than a suspiciously exact repetition of your homepage copy with no supporting context.
Warning signs
Look for:
Confusion with another business
Links to the wrong website
An old address
Services belonging to a different company
No meaningful information beyond your business name
Claims presented without any source
Refusal to answer because too little reliable information can be found
If multiple platforms make the same mistake, investigate the information available online rather than blaming each platform individually.
They may all be encountering the same confusing signals.
Test 2: Does it understand what you offer?
Next, test service understanding.
What services does [business name] provide? Please explain each service in plain language and cite current sources.
Compare the answer with your actual offer.
Check whether the platform:
Identifies your primary services
Gives too much attention to an old or minor service
Misses newer services
Invents services based on broad industry assumptions
Describes your work too vaguely
Uses current service pages as sources
This is where many businesses discover that their website makes sense only if the reader already understands the industry.
A law firm may list practice areas without explaining which problems they solve. A consultant may describe a proprietary process without clearly naming the service. A builder may showcase beautiful projects without specifying project types, locations or capabilities.
Human visitors can sometimes fill in the blanks.
AI platforms may fill them in too, but not always correctly.
If an important service is missing
Ask:
Does the service have its own page?
Is that page linked from the main navigation?
Is the service named in the page title and main heading?
Does the content explain who it is for?
Are relevant locations stated?
Are there examples or case studies?
Is the page indexed?
Do independent sources mention the capability?
A service hidden inside one homepage paragraph is unlikely to have the same clarity as a complete, well-connected service page.
Test 3: Does it know where you operate?
Location seems simple until it is not.
Ask:
Where does [business name] operate? Does it have a physical location, and which areas does it serve? Please separate confirmed information from assumptions.
That final sentence matters.
A business can be based in one place while serving customers nationally. An online consultancy may work throughout Australia without maintaining offices in every capital city. A restaurant has a fixed location. A trades business may have a defined service radius.
These differences should be clear.
Check whether the answer correctly distinguishes between:
Physical address
Business headquarters
Service area
Online availability
Regions previously served
Locations associated with founders or team members
If Orca Creative is based on the Central Coast but works Australia-wide, the ideal answer should communicate both facts.
The Central Coast location provides genuine local context. The national service area prevents the business from being incorrectly presented as local-only.
Common causes of location confusion
An old address remains on directories
Social profiles list different locations
The website does not state a service area
The footer and contact page use inconsistent wording
Media biographies reference a previous location
A founder’s personal location is mistaken for the company’s service area
Google Business Profile information differs from the website
Choose accurate wording and use it consistently.
Test 4: Does it understand who you help?
A business can be accurately identified while remaining poorly understood.
Ask:
Who is [business name] best suited to help? What types of customers, industries or situations appear to be the strongest fit? Base your answer on available evidence and cite your sources.
This tests whether the platform can connect your business with a meaningful audience.
The answer may reveal that your positioning is:
Clear and specific
Too broad
Based on outdated work
Heavily associated with one industry
Missing an important customer group
Inferred from limited examples
Unsupported by evidence
If you say you work with hospitality businesses but your website contains no hospitality case studies, testimonials, articles or service examples, the claim may not carry much weight.
Likewise, if most of your visible work relates to one industry, AI platforms may strongly associate you with that industry even if your homepage claims you help everyone.
This is not always bad.
Clear associations can make a business more relevant to specific searches. Problems arise when the association is inaccurate, outdated or too narrow for your actual strategy.
Test 5: Does it understand what makes you different?
Points of difference are often where business copy becomes especially fluffy.
Ask:
Based on credible information available online, what distinguishes [business name] from similar businesses? Please identify which points are supported by evidence and which are only stated by the business itself.
This prompt is deliberately demanding.
It asks the platform to separate your claims from evidence supporting those claims.
You may say your business offers:
Personalised service
Industry-leading expertise
A strategic approach
Exceptional quality
Innovative solutions
Outstanding customer care
So does almost everybody else.
A meaningful point of difference is specific enough to understand and supported strongly enough to believe.
For example:
The founder has 15 years of specialist industry experience
The business has completed a recognised type of project
The service combines capabilities usually offered separately
The company works within a specific region or sector
The methodology includes an original testing framework
Customers consistently mention a particular strength
Independent publications recognise the expertise
If the platform cannot identify anything distinctive, look at whether your points of difference are clearly explained and demonstrated.
Do not solve the problem by inventing a more dramatic tagline.
The evidence must do some of the work.
Test 6: Does it identify the correct people?
People contribute to a business’s authority, particularly in professional services.
Ask:
Who owns, founded or leads [business name]? What relevant experience or expertise is publicly associated with them? Please cite current sources.
Check for:
Correct names
Correct roles
Current biographies
Relevant qualifications
Genuine experience
Confusion with another person
Former employees presented as current
Missing founder information
Personal details that should not be treated as business information
Your website should make it clear who is responsible for the business and why that person is qualified to discuss the subject.
A strong About page helps.
So do consistent professional profiles, article bylines, media biographies and expert contributions.
This is not about turning the founder into an unwilling internet celebrity.
It is about giving useful content a credible human source.
Test 7: Which sources shape the answer?
Finally, investigate the evidence.
Ask:
Which sources did you use to answer these questions about [business name]? Please list the source, what information it supported and whether any sources conflicted.
Do not assume every link is equally trustworthy.
Look at:
Whether your official website appears
Which pages are used
Whether current service pages are found
Whether outdated pages are cited
Which directories appear
Whether media coverage contributes
Whether review platforms are referenced
Whether another business’s website is used incorrectly
Whether sources contradict one another
You may find that the platform relies heavily on a third-party profile because your own website does not clearly answer the question.
You may discover an old directory listing carrying more influence than expected.
You may also find that a useful page exists but is not being surfaced at all.
The sources often reveal more than the answer itself.
How should you assess the results?
Use five criteria.
Correct
Is the information factually accurate?
Check names, services, locations, people, opening hours and business details.
Complete
Does the answer include the information a prospective customer would reasonably need?
An answer can be correct but incomplete. It may describe one service accurately while missing the service you most want to grow.
Current
Does it reflect the business as it operates today?
Look for old services, former locations, outdated team members and discontinued offers.
Consistent
Do different platforms provide a broadly compatible account of the business?
The wording does not need to match. The underlying facts should.
Supported
Can the important claims be traced to credible sources?
A confident answer with weak or irrelevant evidence deserves caution.
A simple scoring method
Score each category from zero to two.
0 = Incorrect, missing or unsupported
1 = Partly correct but incomplete, unclear or outdated
2 = Accurate, useful, current and appropriately supported
Assess:
Business identity
Services
Location and service area
Customer fit
Points of difference
Key people
Supporting sources
The maximum score is 14 for each platform.
This is not an official AI visibility score, and it should not be presented as one.
It is simply a practical way to compare results and identify where the largest information gaps appear.
The written observations matter more than the final number.
What do different result patterns mean?
The business cannot be identified reliably
This may indicate a discovery problem, naming ambiguity or weak digital footprint.
Check whether your website is accessible and indexed, whether the business name is used consistently and whether authoritative profiles connect the name with the correct website and location.
The business is identified but described vaguely
This often suggests a clarity problem.
Strengthen service pages, headings, About content and descriptions of who the business helps.
Old information keeps appearing
This suggests a freshness or consistency problem.
Update your website and major profiles. Request corrections where possible. Redirect old pages appropriately and clearly publish the current facts.
Services are accurate but points of difference are missing
This may indicate an evidence problem.
Add case studies, expert biographies, original insights, detailed examples and credible third-party corroboration.
One platform is accurate and another is not
This does not automatically mean your website is broken.
Platforms use different systems, sources and retrieval methods. Record the difference, inspect the sources and test again later under the same conditions.
Branded answers are accurate, but the business is never recommended
This suggests the platform may understand the business when named but not consider it sufficiently relevant or well supported in unbranded searches.
That is a recommendation gap rather than a basic identity problem.
How do you correct inaccurate AI information?
There is usually no universal “edit my business” button.
The practical response is to improve the information available across the sources platforms may encounter.
Start with the most authoritative places.
Correct your own website
Make sure the website clearly states:
Official business name
Services
Physical location
Service areas
Contact details
Founder and team information
Current offers
Meaningful points of difference
Remove or update old information.
Strengthen important pages
Give major services their own useful pages.
Connect them through navigation and internal links. Explain who they are for, which needs they address and where they are available.
Update business profiles
Review Google Business Profile, professional directories, association listings and major social profiles.
The underlying facts should agree.
Build supporting evidence
Publish case studies, original analysis, expert commentary and genuinely helpful resources.
Seek relevant reviews, media opportunities and industry references where appropriate.
Address persistent incorrect sources
If an outdated third-party page repeatedly appears, request a correction.
When the source cannot be changed, make the correct information especially clear across your current website and other trusted profiles.
Test again
Allow time for updated information to be crawled and retrieved.
Repeat the same prompts under similar conditions and compare the results.
Improvement may be gradual, and different platforms may update at different times.
What not to do
Do not attempt to correct the problem by publishing the same promotional paragraph on dozens of low-quality websites.
Do not create fake reviews or fabricated media mentions.
Do not publish hundreds of near-identical AI-written pages targeting every possible question.
Do not add unsupported claims to structured data.
Do not assume that repeating your preferred description more often will make it true, trusted or recommendation-worthy.
Clarity helps. Consistency helps. Credible evidence helps.
Noise is still noise, even when distributed efficiently.
Is an accurate branded result enough?
No, but it is a valuable foundation.
A branded accuracy check answers:
Can the platform find and understand this business when I provide its name?
A recommendation test answers:
Will the platform select this business when I describe a need without naming it?
The first examines identity and understanding.
The second examines relevance, evidence and competitive selection.
A business may perform well in one test and poorly in the other.
For example, ChatGPT may accurately explain what your business does when asked directly but leave it out of every broader recommendation list.
That means the business is not completely invisible. It is known, but not being selected under the tested conditions.
That distinction matters because the solution may not be basic business information. It may involve stronger relevance, authority or third-party evidence.
How often should you check?
For most businesses, a quarterly check is enough.
Test sooner if you:
Rebrand
Change domains
Move location
Add or remove major services
Change ownership
Receive significant media coverage
Launch into a new market
Discover a serious factual error
Use the same core prompts each time so you can compare like with like.
You can add new prompts as the business changes, but keep a stable baseline.
What should you do with the findings?
Turn each meaningful problem into a specific action.
Not:
Improve AI visibility.
Instead:
Update the About page to clearly identify the founder
Create a dedicated page for the missing service
Correct the old address on three major profiles
Add the national service area to the Contact page
Publish a detailed case study supporting a claimed specialty
Improve internal links to an overlooked service page
Request correction of an inaccurate directory listing
Add visible author information to expert articles
Good analysis should lead to practical work.
If your test produces a colourful report but no clear priorities, it has mainly produced stationery.
A useful starting point, not a final verdict
Testing what ChatGPT knows about your business can reveal problems you would otherwise miss.
It can show whether your digital presence communicates a clear, current and credible picture. It can uncover outdated sources, missing services, location confusion and weak evidence.
It can also show where things are working well.
Just remember what the test does and does not prove.
An accurate branded answer does not guarantee that your business will be recommended. An inaccurate response does not mean every potential customer will see the same thing. One platform’s answer is not a permanent record.
Look for patterns across prompts, platforms and time.
That is where the useful information lives.
To examine how your business performs beyond branded questions, explore the Orca AI Visibility Test.
You can also read Why Is My Business Not Showing Up in ChatGPT? to understand why competitors may be selected instead.
For professional analysis and a prioritised plan, explore Orca’s AI Visibility Services.
UNDERSTAND YOUR AI VISIBILITY
Want to know what AI platforms are saying about your business?
Orca can examine whether your business is being identified accurately, which sources are shaping the answers and where gaps in clarity, relevance or evidence may be limiting its visibility.
The result is not another mysterious AI score. It is a clearer understanding of what needs attention and why.
DISCUSS YOUR AI VISIBILITYABOUT THE AUTHOR
Sally Townsend
Sally is the founder of Orca Creative and an SEO and AI visibility strategist helping Australian businesses strengthen how they are found, understood and chosen online. Her work combines practical SEO, content strategy, digital authority and AI visibility without the smoke, mirrors or mysterious promises of a guaranteed ChatGPT ranking.
MORE ABOUT SALLY