The short answer: your core facts — your business name, what you do, where you are, your service area, your hours, your services, and how to contact you — should appear in the same words, in plain text, everywhere your business shows up online. AI systems read text, and they compare sources against each other. When your facts match word for word across your website, your Google listing, directories, and social profiles, the systems can tell all those pages are describing one business — and describe it accurately. When the facts drift — an old address here, a different name there, hours locked inside a photo of a sign — the picture blurs.
Why the exact words matter
Think about how an AI assistant answers a question like “Is there a plumber near me who does emergency repairs?” It does not know your business personally. It gathers text from pages it can read, looks for sources that agree with each other, and builds an answer from what it finds. That comparison process is the subject of our pillar on how AI citations work, and it has a practical consequence for you: agreement is evidence. Ten listings that state the same name, address, phone number, and services in the same words read as ten witnesses telling the same story. Ten listings that disagree read as confusion — and a system that is unsure about your details may leave your business out of the answer, or worse, mix your details up with another company’s.
The same-words rule is part of a bigger idea covered in our pillar on entities and semantic SEO: before a system can say anything about your business, it has to be confident that the business on your website, the business on the map, and the business in the directory are all the same business. Consistent facts are how it gains that confidence.
Plain text, not pictures of text
There is a second rule, and it catches businesses out constantly: the facts must be readable as text. AI systems read words on a page. They generally cannot read words that exist only inside an image. A restaurant that posts its menu as a photograph, a salon that puts its price list in a pretty graphic, a contractor whose services live inside a scanned PDF flyer — all of them have published information that AI largely cannot use. The information is online, but it is locked in a format the reader cannot open.
So the facts should be typed out as ordinary text on the page: on your website’s home and contact pages, in your directory listings, in your profiles. Images and PDFs are fine as extras for human visitors. They cannot be the only place the facts live.
The core facts to standardize
Write these once, carefully, and use the same wording everywhere:
- Business name — exactly as you want it known, the same on every listing (not “Joe’s Plumbing” in one place and “Joe’s Plumbing & Heating LLC” in another, unless that is deliberate and consistent).
- What you do — one plain sentence describing the business.
- Services — the main services, named the way customers name them.
- Location and service area — street address if you have one customers visit, or the towns and areas you serve.
- Hours — including any seasonal differences.
- Contact — phone number and email or contact page, formatted the same way everywhere.
- Website address — the same link everywhere.
An example facts block
Here is what a finished facts block looks like for a fictional small business. This wording should then appear, unchanged, on the website, the Google Business Profile, and every directory listing:
Harbor Light Plumbing
Harbor Light Plumbing is a family-run plumbing company serving homeowners in Nassau County, Long Island.
Services: Emergency plumbing repairs, water heater installation and repair, drain cleaning, bathroom and kitchen plumbing.
Service area: Garden City, Mineola, Hempstead, Rockville Centre, and surrounding Nassau County communities.
Hours: Monday to Friday, 7:00 a.m. to 6:00 p.m.; Saturday, 8:00 a.m. to 2:00 p.m.; 24-hour emergency call-out.
Phone: (516) 555-0147
Email: service@harborlightplumbing.example
Web: harborlightplumbing.example
Nothing fancy. No slogans, no keywords stuffed in. Just the facts, stated once and repeated faithfully.
What this means for your business
- Write your facts block once. Decide the exact wording for your name, description, services, area, hours, and contact details, and keep that master copy somewhere you can find it.
- Sweep your listings. Check your website, Google Business Profile, and the main directories against the master copy. Fix every mismatch — old addresses and old phone numbers are the usual culprits.
- Type your menus and price lists. If key information exists only in photos, graphics, or PDFs, add a typed version on the page as well.
- Update everywhere at once. When your hours or services change, change them in every location in the same week, so the sources never disagree for long.
- Do not expect instant results. Consistency makes your business easier for AI systems to identify and describe accurately. It does not guarantee your business will be mentioned — no honest service can promise that. It removes a common, fixable reason businesses get described wrongly or left out. Our pillar on AI visibility explains the wider picture.
This is also, in practice, much of the foundation work behind our AI Citation Development service: establishing one clean, consistent, readable set of facts about a business that AI systems can find, match, and quote. If you are not sure how consistent your business currently looks, an AI Visibility Audit checks your listings against each other and reports exactly where they disagree.
Related questions
- How do I get my business mentioned by AI assistants?
- Do reviews affect whether AI mentions my business?
- What is a company profile, and does my business need one?
- How do AI systems decide which sources to cite?
Published: November 1, 2026
Last reviewed: November 1, 2026