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Business profile: the fields AI engines read

Opening hours, services, payment methods, accessibility: the attributes that come up in answers.

Christophe Tran, founder of iPand Christophe Tran Founder of iPand · 6 min

Which business profiles do AI engines look at?

The ones search engines display: your Google business profile first, then Bing Places and Apple Business. Assistants do not read your profiles directly; they read what search engines pick up from them.

ChatGPT search relies on third-party search providers and on partners, including for maps[1]. Google AI Overviews draw on Google’s index, where your profile plays a central part in any local search. Bing Places feeds Bing Maps results[2], and Apple Business lets you manage your location on Maps, with your logo, hours and photos[3].

Apple is no side detail: in BrightLocal’s 2026 survey of US consumers, the use of Apple Maps for reading reviews nearly doubled in a year, from 14% to 27%[4]. Keeping three identical profiles takes little effort; leaving one to go stale creates a contradictory version of your business.

The basics: name, address, categories, hours

These are the fields an assistant cross-checks before naming a business: if they differ from one source to another, it hesitates and picks a more consistent competitor. They should match everywhere, character for character.

  • Name: your real name, with no tagline or keyword. Google does not allow unnecessary information in a business name[5].
  • Address: precise and accurate, or a service area if you travel to your customers[5].
  • Categories: as few as possible, as specific as possible, describing your core business. Google asks you not to use them as keywords[5].
  • Hours: current, day by day. An answer that sends a customer to a locked door is the worst kind of recommendation.
The fields an assistant cross-checks before naming a business: they must match everywhere.

One profile per business: Google says so explicitly[5]. A duplicate splits your reviews and blurs the information search engines pick up.

Watch out for call-tracking numbers: a different number on each platform is handy for measuring campaigns, but it also gives one business three phone numbers. Keep your main number on your profile, website and directories, and save tracking numbers for ads. The same goes for the address: pick one way of writing it, suite, floor and all, and stick to it everywhere.

Attributes: services, payments, accessibility

Attributes are the small yes-or-no options on your profile: Wi-Fi, outdoor seating, card payments, wheelchair access. They answer exactly the kind of specific questions people put to assistants.

Google says attributes show up on your Business Profile on Search, Maps and other Google platforms, and that your business may appear in searches for places with those attributes[6]. Some are filled in from customer input: read them through and correct any that are wrong.

For Meeple Junction, our fictional store in Denver, the useful attributes would be accessibility, payment methods and whether there is a play area. Each one is a ready-made answer to a question like “wheelchair-accessible game store in Denver”.

Special hours and closures

Set special hours separately, ahead of every holiday or event: it is the field most often forgotten, and the most visible one when it is wrong.

Google lets you schedule special hours for holidays, special events and other exceptional circumstances, set “More hours” for separate services such as delivery or takeout, and recommends marking the business as temporarily closed when it shuts for seven or more days in a row[7].

On your website, the same information is described with schema.org’s specialOpeningHoursSpecification property[8]. Update both at the same time: a profile and a site that disagree about whether you are open on the Fourth of July are exactly the kind of mismatch that makes an assistant hesitate.

Description, photos and products

The description and photos do not replace structured fields, but they add context: what you sell, to whom, and in what setting. Write the description as an answer, not as an ad.

Say in two or three sentences what you do, where, and what sets you apart in a verifiable way: a service, a specialty, opening times. Avoid superlatives nothing can prove. Add recent photos of the storefront, the inside and your products: they help customers recognise you, and a profile that is kept up inspires trust.

If your profile lets you list products or services, use your customers’ words: “e-bike repair” rather than an internal label. Those are the words that show up in the questions people ask assistants.

A monthly check routine

A profile decays without you touching it: customers suggest edits, attributes get added from their input, a platform picks up an old address. A ten-minute check every month is enough to prevent it.

  • Review next month’s hours and set holiday hours before the day arrives.
  • Check the attributes added since last month, and correct any that are wrong.
  • Compare your Google profile with Bing Places, Apple Business and your website: name, address, phone and hours.
  • Reply to the month’s reviews, picking up their details.
  • Ask ChatGPT and Google two or three of your customers’ questions, and note whether your business is named, and with which details.

That last step is the most telling: an assistant that quotes your old address or wrong hours tells you exactly which source to fix. Our article on customer reviews covers the review side of this routine.

Line up your profile and your website

Your website should confirm what your profile says, with the same information and LocalBusiness structured data. That is what lets a search engine tie both sources to the same entity.

Profile fieldWhat to put in itschema.org property
NameYour real name, no keywordsname
Address or service areaThe exact address, or the area coveredaddress, areaServed
PhoneThe same number everywheretelephone
HoursOpening hours for each dayopeningHoursSpecification
Special hoursHolidays, events, closuresspecialOpeningHoursSpecification
Payment methodsCards, cash, otherspaymentAccepted
Amenities, accessibilityYour profile’s attributesamenityFeature
Price rangeAn honest indicationpriceRange

Properties checked on schema.org’s LocalBusiness page.

All of these properties exist on schema.org’s LocalBusiness type[8]. Google reminds site owners that structured data must match the visible text of the page[9]: do not put anything in it that the page does not say. Our article on local GEO shows how these fields work together with reviews and directories, and the free test tells you whether assistants already cite you.

app.ipand.io/prompts · fictional example
Excerpt from the Prompts screen · fictional example
In the app, “Google AI Overviews” shows as “AI Overviews” when space is short.

Key takeaways

  • Keep Google Business Profile, Bing Places and Apple Business up to date, with exactly the same information.
  • Real name, precise address, few and specific categories, current hours: that is what assistants cross-check.
  • Fill in attributes and special hours: they answer specific questions.
  • Repeat the same information on your site, with LocalBusiness structured data that matches the visible text.

Attributes show up on your Business Profile on Search, Maps, and other Google platforms.

— Google Business Profile Help, “Manage your business attributes”

Frequently asked questions

Is Bing Places worth it if nobody uses Bing?

Yes. ChatGPT search relies on third-party search providers, and Bing Places corrects your details in Bing Maps. An up-to-date Bing listing stops an old version of your business from circulating.

Should I fill in every attribute?

Every one that is true and useful to your customers. An attribute answers a specific question; a wrong attribute creates a wrong answer.

How many categories should I choose?

As few as possible. Google asks for specific categories that describe your core business, and does not allow using them as keywords.

What should I do about a duplicate profile?

Have it removed through Google Business Profile Help. Google asks for one profile per business; a duplicate splits your reviews and blurs your information.

Sources

  1. OpenAI — Introducing ChatGPT search — openai.com/index/introducing-chatgpt-search/ , accessed October 23, 2026, page dated October 31, 2024
  2. Microsoft — add and manage your Bing Places listing — support.microsoft.com/en-us/bing/add-and-manage-your-business-listing , accessed October 23, 2026
  3. Apple Business — claim your location on Maps — business.apple.com/ , accessed October 23, 2026
  4. BrightLocal — Local Consumer Review Survey 2026 — www.brightlocal.com/research/local-consumer-review-survey/ , accessed October 23, 2026, page dated February 11, 2026
  5. Google Business Profile Help — guidelines for representing your business — support.google.com/business/answer/3038177 , accessed October 23, 2026
  6. Google Business Profile Help — manage your business attributes — support.google.com/business/answer/9049526 , accessed October 23, 2026
  7. Google Business Profile Help — how to set special hours — support.google.com/business/answer/6303076 , accessed October 23, 2026
  8. schema.org — LocalBusiness — schema.org/LocalBusiness , accessed October 23, 2026
  9. Google Search Central — AI features and your website — developers.google.com/search/docs/appearance/ai-features , accessed October 23, 2026, page dated December 10, 2025

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