By Hamza Ali · WeProms Digital · November 12, 2026
Last updated: November 2026.
Here is a composite we see across the restaurant accounts we review in Karachi and Lahore: a three-branch group spending PKR 400,000 a month across Foodpanda ads, Meta boosts and a freshly signed “AI visibility package”. The November report shows the brand mentioned in dozens of ChatGPT answers. Iftar bookings did not move. Neither did the Friday-night waiting list at the Clifton branch. The owner paid for visibility and got a screenshot of it.
The operator’s problem is not the spend. The problem is what the retainer buys. Most AI-search packages sold to Pakistani restaurants today count mentions, and mentions are not bookings. This breakdown shows where that money actually goes, what AI assistants read before they name a restaurant, and the checks that separate an operator from a report-buyer.
The package that counts mentions instead of bookings
AEO — answer engine optimisation, the work of making ChatGPT, Gemini, Perplexity and Google AI Overviews reliably name and recommend your business. That is the product. A monthly PDF counting how many times your restaurant appeared is not the product. It is the receipt for the product.
The numbers behind this distinction are blunt. A November 2026 Search Engine Journal study ran 38 criteria-based prompts across five AI surfaces — 190 responses in total — for a brand with strong visibility. The brand was mentioned in 98.4% of answers and appeared as a primary recommendation or shortlisted option 93.2% of the time. Remarkable numbers. Then the study scored the same answers for evidence: 73.7% had weak or missing evidence supporting claims about the brand, and 15.8% contained what the researchers classified as a significant or critical gap.
“No one can dispute that AI visibility gets the company into the consideration set. Decision readiness determines whether AI has enough information to keep it there.” — Bill Hunt, Search Engine Journal, November 2026
Translated to a Burns Road nihari house: the assistant knows you exist, then a family asks “does it have family seating, what does a nihari cost, is it open after Taraweeh” — and the answer thins out, because your menu is a photo on Instagram and your prices are nowhere in text. Visibility puts you on the list. Evidence keeps you on it when the query gets specific.
One more datapoint worth internalising. Ahrefs analysed 5.5 million US ChatGPT answers for its Brand Radar and found even Walmart — the single most-mentioned brand — appears in only 1.73% of answers, with stores taking six of the top ten spots because people ask assistants where to buy and where to eat. US data, so it proves nothing about Karachi’s dining demand. What it proves is the shape of the behaviour: assistants default to naming places they can substantiate, at scale, from readable text.
Where AI actually looks before it names a restaurant
Run the lever the other way and ask what the assistant reads. Not your brand kit. It reads text it can quote: your menu as real text on your own site — dish names, prices, portion notes — your hours including Ramadan hours, your area (DHA, Clifton, Bahadurabad, not just “Karachi”), your Google Business Profile categories and attributes, and your review corpus on Google Maps. Every one of those is a citation — a passage an AI engine can lift and repeat with confidence.
We see the same three failures repeat across Pakistani restaurant sites. First, the menu lives as a designed image or a PDF, which reads as a picture, not a menu. Second, prices are omitted entirely because they change — so the assistant improvises or skips you. Third, the Google Business Profile lists “Restaurant” and nothing else, when the categories for family restaurant, breakfast, or desi barbecue are free to claim. Fixing those three is unglamorous, decisive work.
Foodpanda’s grip makes this worse, not better. Reported commissions run around 25–35% of each order in Pakistan — the platform’s rate card is contract-specific, so treat that as a reported band, not a tariff — which is exactly why a restaurant wants diners discovering it directly. Every table an assistant sends to your WhatsApp booking number instead of a marketplace listing is a table you keep the margin on.
Timing matters here as much as content. Shaadi season runs hot through November, and families now ask assistants for banquet halls and catering with per-head rates in the same breath. Ramadan 2027 is expected to begin in early February 2027, subject to moon sighting, which means iftar-booking questions start from mid-January. A banquet page with per-head pricing and capacity published as text is citable evidence for both seasons. A WhatsApp-only enquiry flow is not.
What AEO work should cost in Pakistan
Global pricing for this category is settled enough to quote: First Page Sage’s October 2026 study of 214 agencies lists small-business GEO/AEO retainers at $1,800–4,200 a month, and Digital Elevator’s 2026 guide puts entry-level monitoring at $1,000–2,500 a month and credible mid-market retainers at $2,000–10,000 (First Page Sage pricing statistics; Digital Elevator pricing guide). At November 2026 rates near PKR 277 to the dollar, the imported version of this work starts around PKR 280,000 a month.
No equivalent Pakistan benchmark exists yet — say so plainly — so local agencies price AEO as SEO-plus: expect PKR 80,000–200,000 a month for evidence-page production, profile cleanup and citation tracking, sitting inside the boutique band. Anything below PKR 50,000 a month sold as “AEO” is almost certainly a visibility report with a new label.
Do the unit economics before signing, using your own numbers. Worked example, illustrative: average table spend PKR 6,500, contribution margin 55%, so each table contributes roughly PKR 3,575. A PKR 90,000-a-month AEO retainer breaks even at twenty-six incremental tables a month. That is one extra table a day. Hold the agency’s work to that arithmetic, not to its slide deck.
The three deliverables that separate operators from report-sellers
Three artefacts tell you whether an agency does the work or merely describes it.
Published evidence pages. Dish-level menu text with prices, hours including seasonal and Ramadan hours, area names, seating and booking details — live on your site, not in a design file. If nothing new is published, nothing new is citable.
Before-and-after prompt sets. The agency should record the exact prompts it tests monthly — “best nihari in Karachi”, “family restaurant in DHA Karachi with parking” — and show movement in what the assistants answer, with links to the pages that caused it. Our guide on what ChatGPT says about your business in Pakistan shows how to run that check yourself first.
Entity and listing cleanup. Google Business Profile categories, Foodpanda and Google Maps consistency, review responses. Reviews function as infrastructure here — the role of Google reviews in Pakistani AI search connects directly to what assistants repeat about you. Most teams miss this. The fix is simple, and it is not another report.
The checklist before you sign
- Ask for three prompts the agency will test monthly, and the current answers for each — before you pay anything.
- Require a published-pages quota in the contract: how many menu, hours, banquet or area pages go live as text each month.
- Confirm listing cleanup is included: Google Business Profile categories, attributes and review responses, not just your website.
- Price the retainer against your own contribution per table, and write the break-even table count into the proposal.
- Test the agency itself: paste “best [your signature dish] in [your area], open now, moderate prices” into ChatGPT and Gemini in front of them — our walkthrough of how to check what ChatGPT says about your business shows the method — and watch whether they diagnose the gap or defend it.
- Keep ownership contractual: your site, your profiles, your prompt history and your citation logs leave with you if the engagement ends.
Read next: How to Get ChatGPT to Recommend Your Pakistani Business
We have reviewed and rebuilt AI-search visibility for restaurants and retailers across Pakistan, and the pattern holds: the businesses assistants recommend are the ones that gave the assistant something to quote. As specialists in answer engine optimisation services for Pakistani restaurants, WeProms Digital runs evidence-page production, entity cleanup and citation tracking as one system, with GEO and AI discoverability audits that show before-and-after prompts you can verify yourself. Talk to us at hello@weproms.com, message WhatsApp +92 300 0133399, or use weproms.com/contact-us.
Frequently Asked Questions
How much do AEO services cost in Pakistan?
Pakistani agencies do not yet publish a settled AEO rate card, so most price it as SEO-plus: typically PKR 80,000–200,000 a month for evidence pages, profile cleanup and citation tracking. Globally, small-business GEO/AEO programmes run roughly $1,000–4,200 a month. Anything under PKR 50,000 a month labelled AEO is usually a mention-counting report.
Can ChatGPT actually send customers to a restaurant in Karachi?
Yes, when there is something citable. Assistants name restaurants repeatedly when people ask where to eat — US Brand Radar data shows stores dominating such answers — but they favour places whose menus, prices, hours and area information exist as readable text. A Karachi restaurant with text menus and a complete Google Business Profile is recommendable; one with an Instagram-only menu is a gamble.
Is AEO different from SEO for a restaurant?
Overlapping, not identical. SEO wins the Google results page; AEO wins the paragraph an assistant speaks. The two share foundations — fast pages, clear text, consistent listings — but AEO adds evidence formatting, prompt tracking and citation monitoring, which is why agencies bill it as an add-on rather than a replacement.
How long before AI assistants mention my restaurant?
Expect the first measurable movement in four to eight weeks after evidence pages publish, with monthly prompt tracking showing the change. Ramadan and shaadi season compress the payoff, because seasonal queries spike and assistants reach for whatever substantiated pages exist. Anything promising guaranteed placement in a fixed number of answers is selling a report, not a result.
Does WeProms Digital offer AI search ranking for restaurants?
Yes. Our answer engine optimisation work covers evidence-page production, entity and listing cleanup, monthly prompt testing and citation tracking, priced per engagement on a call. Start with weproms.com/contact-us or WhatsApp +92 300 0133399 and we will run a live prompt test on your restaurant before any contract.
About WeProms Digital
WeProms Digital is a Lahore-based AI-search and marketing systems agency working with restaurant groups, clinics and retailers across Karachi, Lahore, Islamabad and beyond.
The team specialises in answer engine optimisation, SEO and local visibility, with a track record of publishing evidence pages and citation-tracking systems that business owners can verify with their own prompts.
Get in touch: hello@weproms.com · WhatsApp +92 300 0133399 (replies in PKT and Gulf business hours) · weproms.com/contact-us
Sources & References
- Search Engine Journal — Visibility Gets You On The List, Evidence Helps You Stay There — November 11, 2026
- Ahrefs Blog — The 100 Most Mentioned Brands in ChatGPT (November 2026) — November 11, 2026
- First Page Sage — GEO/AEO pricing statistics — accessed November 2026
- Digital Elevator — AEO and GEO pricing guide — accessed November 2026
- MenuThere — Foodpanda Pakistan commission overview — accessed November 2026
- Mettis Global — PKR/USD interbank rate, November 2026 — November 11, 2026
Additional reading from industry feeds:
