How do AI engines learn about you beyond your own site?

Because the engine does not read your site alone. When it searches the web before it writes, it reads the pages it finds and may cite the ones that answer the question, which is what retrieval-augmented generation means. The page it cites is often a directory listing a district's restaurants, or a booking platform showing a night's price for given dates, rather than any one business's page.

An off-site mention is any page on someone else's site that names your business, with or without a link: your listing in a directory, your name in a "best of" list, a news story about you, your record with a government body. Those pages are how an engine learns that your business exists, what it offers and where.

Google's Business Profile guidelines say it can detect a business's category from its website and from mentions of the business across the web. Its guide to generative AI features says those features can show what is being said about products and services across the web, including blogs, videos and forum discussions, and then warns that seeking inauthentic mentions is not as helpful as it might seem.

A study by Chen and colleagues, published in September 2025, found that AI search engines lean heavily towards sources independent of a brand, meaning what others write about it, over the brand's own pages. Its experiments did not include Arabic, so treat it as a pointer rather than a rule.

This guide expands step nine of the steps to lead AI answers in Arabic, getting your name mentioned outside your site, and it is the honest answer to "how to get mentioned in ChatGPT". It is part of optimising for AI answers (GEO), not a side task next to it.

Sites that gather many businesses on one page. That is what we saw in our October 2026 measurements, when we asked 1,195 buying questions, written the way customers type them in Saudi Arabia, the UAE, Kuwait and Egypt, across 12 sectors, on Perplexity and Claude. We count a site as cited when it is among the links an answer gives as its sources.

We then split the questions into 48 groups, one for each sector in each country. In 39 of them the most-cited site was a review site, a directory, a booking or comparison platform, a property portal, a marketplace, a government portal or a guide site. In only 6 was it a business's own site, mostly in business services, and 3 were ties.

Some examples from those groups show how much room these sites take:

• Review sites: one global review site was cited in 83 of 101 restaurant questions across the four countries.
• Professional directories: one international lawyer directory was cited in 61 of 101 law, accounting and consulting questions.
• Marketplaces: one marketplace was cited in 62 of 102 e-commerce questions.
• Property portals' guides: one property portal's school guides were cited in 15 of 17 school questions in the UAE, more than any other site.
• Government bodies: a government portal was cited in all eight school questions in Kuwait, and a government source in at least 20.5% of the answers to UAE questions and at least 9.9% of the answers to Saudi ones.

Start with the sites the engines cite for your own sector's questions, not with every directory on the web. Ask the engines ten questions your customers type, open every link in every answer, and note the sites that recur across many questions. The manual method, step by step, is in how to tell whether your site leads ChatGPT and Gemini answers.

Then claim your business's page on each of them; many directories and platforms let an owner verify the listing and edit it. Complete all of it, not just the name and phone number. The engine reads what is on the page, and an incomplete page cannot answer the condition in the customer's question. This is what to complete on each kind of site:

Because the engine needs to know that «مطاعم رُكاب», "Rukab Restaurants" and rukab-restaurants.com are one business. If it finds «ركاب» without its vowel mark in one directory, "Rokab Mandi" in another and an old name on a third, it may count three businesses, or take a detail from one of them that is not yours.

In search, this is called an entity: a thing with one identity however its name is spelt. Google's Business Profile guidelines ask that a business's name match its real-world name, as used on its sign, website and stationery and as known to customers. Four steps settle the name:

1. Choose one Arabic spelling and one Latin spelling, and write them together on your About page and in the footer of every page.
2. Use the same two names everywhere: on your Google Business Profile and on every directory and platform, without descriptive words added to the name such as "best mandi in Riyadh".
3. Make the address and phone identical everywhere, which is what NAP means.
4. Add both names to your structured data: Organization markup on your About page, with links to your official pages on the platforms, as in which structured data your site needs, and what it cannot do.

By being easy to choose for whoever writes them. Someone writing "the 10 best mandi restaurants in Riyadh", or a property portal's guide to the best schools in Dubai, looks for facts they can check in minutes. So keep a clear page with figures, meaning prices, hours, branches and what genuinely sets you apart, with real photos and a way for a journalist to reach you easily.

Then send whoever updates those lists what has actually changed: a new branch, a Ramadan menu, a summer programme for students. A list refreshed every season needs new facts, and a short message with the fact, a photo and a link does more than a request to "add us to the list".

If a site offers to include you in its list for a fee, that is advertising. Google asks for paid links to carry rel="sponsored" or rel="nofollow", and treats buying links for ranking as a breach of its policies. Readers have a right to know when a place on a list was paid for. The difference between a paid placement and a citation of your site is set out in ChatGPT ads or being cited: what is the difference?

When you have real news: a branch opening in a new city, a figure from your work that readers care about, an award from a known body, or an expert view on an issue your sector is facing. Journalists write about news, not about your advertising.

Gulf news sites were among the sources Perplexity cited in our October 2026 measurements of Arabic questions, so a story a news site publishes on its own judgement can become a source in an answer. The detail is in does Perplexity cite news sites more than other engines?

A press release distributed for a fee across many sites, with keyword-stuffed links, is something Google names explicitly as a link spam example. Write the release as news, keep its links plain, and if you pay to distribute it, qualify its links as paid.

Government bodies are sources the engines cite on many buying questions. In our measurements a government source was cited in at least a fifth of the answers to UAE questions, and in nearly a tenth of those to Saudi ones. If your sector is licensed, make sure your record with its regulator is correct and current, and state your licence number and the issuing body on your page, so the engine finds the two accounts agree.

Wikidata is an open knowledge base edited by its users. Its notability policy accepts a new item when it describes a clearly identifiable entity that serious, publicly available references describe, or when a Wikipedia page or a page on one of its sister projects links to it.

So do not create an item for your business before independent sources write about it. Your own site is not enough of a reference, and an item that does not meet the policy may be deleted. Start with what produces those sources, meaning news, official records and serious lists, and the item can follow with its references.

Anything that manufactures a mention no real experience stands behind. These are examples Google's policies treat as violations, in Search and on Maps, and they can get reviews removed or the account suspended:

• Buying links for ranking, with money, a service, or a product given in return for an article with a link to you, unless those links carry rel="sponsored" or rel="nofollow".
• Excessive link exchanges, "link to me and I will link to you", and partner pages that exist only for the links.
• Paid reviews, whether paid in money, discounts or gifts, written from many accounts by one person, or written by your staff and relatives.
• Asking only happy customers for reviews, or discouraging negative ones. What is allowed is asking every customer, with no incentive and without steering what they write.
• Manufactured mentions, such as posts and articles you write yourself under other names to pass as independent opinion.

Ask the engines your customers' own questions, repeatedly, and read two things in every answer: whether your name is mentioned, and which sites are cited. A name without a link can mean the engine knows you from another source; a link to a directory can mean your page there is what the engine reads about you.

Tasadr (تصدَّر) is Arabic-first AI search competitive intelligence with a complete optimization workflow, from measurement to execution, until you lead AI answers. You add your site, set its country and dialect and write your questions, and we measure them. Every answer gets one of four outcomes: cited, mentioned without a link, absent or no answer, all set out in how we measure your score.

On the Source Map page you see the sites the engines build their answers to your questions from, whether a directory, a platform or a competitor's site, so you know which page outside your site to complete first. Why a competitor's site leads a given question is covered in how to find which competitor ChatGPT recommends instead of you, and why.

Nobody can guarantee that an engine will mention you or cite your site because your directory page is complete or because a story was published about you. The engine chooses its sources afresh for every question, and nobody sells a place among the sources an engine cites. Anyone promising you mentions on hundreds of sites is promising exactly what Google's policies warn against.

Our figures here say which kinds of site were cited most in October 2026, on two engines, and not why. What we can do is measure regularly and show you who was cited instead of you, where your name is mentioned without a link, and what to change first.