Beirut: which businesses can AI agents use?
Every restaurant and fast food business in Beirut that has its own website gets the same scan. So far 157 of 181 distinct websites have been scanned.
businesses in OpenStreetMap
distinct business websites (a chain's site counts once)
of scanned sites turn an AI crawler away at the edge
score A or B so far
A 4 · B 22 · C 9 · D 36 · F 86
A score stays provisional until its site has had the action test and the citation check. Methodology · Markdown · JSON.
Ranked by Agent-Direct Score
If one of these is yours, open its page to rescan or claim it. 34 places you can book or order from directly →
| # | Business | Score | Menu | Direct channel | AI crawlers |
|---|---|---|---|---|---|
| 1 | SALATA salata.co · salad | A 100% | HTML page | own site | open |
| 2 | The Barn thebarnbeirut.com | A 95.4% | HTML page | own site | open |
| 3 | Sawani Falfoul sawanifalfoul.com · lebanese | A 89.2% | HTML page | vendor on own site | open |
| 4 | Baron eatdrinkbaron.com | A 86.2% | HTML page | own site | open |
| 5 | Tembakji Restocafe thrubits.com | B 84.6% | HTML page | own site | open |
| 6 | مطعم سقراط socrate.com · lebanese, mediterranean, international, indian, chinese, italian | B 84.6% | HTML page | own site | open |
| 7 | Feluka plate-app.com · seafood | B 84% | HTML page | own site | blocked |
| 8 | Al Falamanki alfalamanki.com · lebanese | B 80% | HTML page | none | open |
| 9 | بورغندي burgundybeirut.com | B 80% | own site | open | |
| 10 | Em Sherif SEA Cafe emsherif-cafe.com · seafood | B 78.5% | HTML page | vendor on own site | open |
| 11 | Kababji - Hamra kababji.com · lebanese | B 78.5% | own site | open | |
| 12 | Le Pêcheur alssayad.com · seafood | B 76.9% | elsewhere | own site | open |
| 13 | HUSK Beirut huskmicrodiner.com | B 75.4% | HTML page | none | open |
| 14 | Papabubble Lebanon papabubblehtx.com | B 75.4% | none | own site | open |
| 15 | Popolo addmind.com | B 75.4% | none | own site | open |
| 16 | BeirutWay Cafe beirut-way.com | B 73.8% | HTML page | own site | open |
| 17 | Chop Suey chopsueybeirut.com · chinese | B 73.8% | HTML page | own site | open |
| 18 | Onno onno.restaurant · armenian | B 73.8% | HTML page | own site | open |
| 19 | Raseef Beirut raseef-beirut.com · lebanese | B 73.8% | HTML page | own site | open |
| 20 | Slate slatebistrogrill.com | B 73.8% | none | own site | open |
| 21 | Burger King bklebanon.com · burger | B 72.3% | HTML page | own site | open |
| 22 | Crepaway crepaway.com | B 72.3% | HTML page | own site | open |
| 23 | Albé Beirut albebeirut.com | B 70.8% | HTML page | none | open |
| 24 | Beihouse beihouse.com | B 70.8% | HTML page | none | open |
| 25 | Clap Beirut claprestaurant.com · japanese | B 70.8% | none | own site | open |
Show all 156
| # | Business | Score | Menu | Direct channel | AI crawlers |
|---|---|---|---|---|---|
| 26 | Salmontini Resto salmontini.com · seafood | B 70.8% | HTML page | own site | open |
| 27 | Diwan Beirut diwanbeirut.com · lebanese | C 69.2% | own site | open | |
| 28 | يونيون uniuneatery.com · lebanese, arab | C 68.8% | HTML page | own site | blocked |
| 29 | Leila Restaurant leilarestaurant.com · lebanese | C 66.2% | HTML page | none | open |
| 30 | Freds Food freds-food.com | C 63.1% | none | own site | open |
| 31 | Joulia jouliabeirut.com | C 61.5% | HTML page | none | open |
| 32 | Mr. Brown mrbrowndiner.com · burger, sandwich | C 61.5% | none | own site | open |
| 33 | Pizzeria Del Vico pizzeriadelvico.com | C 61.5% | none | own site | open |
| 34 | Tamashii tamashii.me · sushi | C 61.5% | HTML page | vendor on own site | open |
| 35 | Grand Concerto Hotel grandconcertohotel.com | C 58.5% | none | own site | open |
| 36 | The Terrible Prince wisorshospitalitygroup.com | D 53.8% | none | vendor on own site | open |
| 37 | cafe badaro lorlebanesebistro.com · lebanese | D 53.4% | none | blocked | |
| 38 | Tom & Mutz tomandmutz.com · italian, american | D 52.3% | HTML page | none | open |
| 39 | Ahi Poke Beirut pickapoke.co · hawaiian | D 51.2% | none | own site | blocked |
| 40 | Abd El Wahab Restaurant ghiaholding.com · lebanese | D 50.8% | none | none | open |
| 41 | Gia La Cucina d'Amore gialacucinadamore.com · italian | D 50.8% | none | none | open |
| 42 | Khatoun khatoun.net | D 50.8% | none | none | open |
| 43 | Beit Kanz kanz.com.lb | D 49.7% | none | third party | blocked |
| 44 | Amaleen DT amaleenrestaurant.com · lebanese | D 49.2% | HTML page | none | open |
| 45 | Batchig Zaitunay Bay batchig.com · armenian | D 49.2% | HTML page | none | open |
| 46 | Chopsticks chopstickslb.com | D 49.2% | HTML page | none | open |
| 47 | Duree Resto dureeresto.com | D 49.2% | HTML page | none | open |
| 48 | FoolsBar threeonine.com | D 49.2% | none | third party | open |
| 49 | Ka3kaya ka3kaya.com | D 49.2% | none | open | |
| 50 | L'Atelier usj.edu.lb | D 49.2% | none | open | |
| 51 | Le Sushi Bar lesushibar.com · japanese | D 49.2% | HTML page | none | open |
| 52 | Tappo tappobeirut.com | D 49.2% | none | open | |
| 53 | Bayt Em Nazih hamragardens.com · lebanese | D 48.6% | elsewhere | own site | blocked |
| 54 | Da Sophia Italian Restaurant thesmallville.com · italian | D 47.7% | HTML page | own site | blocked |
| 55 | Maryool maryool.com | D 46.2% | HTML page | none | open |
| 56 | Odette's Taqueria otaqueria.com · mexican | D 46.2% | HTML page | none | open |
| 57 | Shoppy Catering shoppycatering.com | D 46.2% | elsewhere | none | open |
| 58 | Salon Beyrouth salonbeyrouth.com | D 44.6% | none | open | |
| 59 | Blue Note Cafe bluenotecafe.com | D 43.1% | none | third party | open |
| 60 | Catrinas mindsetgroup.me · mexican | D 43.1% | none | none | open |
| 61 | Das Küche daskuche.me · german | D 43.1% | none | none | open |
| 62 | Liza Restaurant lizabeirut.com | D 43.1% | none | none | open |
| 63 | Mosaic Restaurant phoeniciabeirut.com | D 43.1% | none | none | open |
| 64 | Tribu Express Achrafieh tribuexpress.com | D 43.1% | none | none | open |
| 65 | West Ave. Bistro chrissmallgroup.com | D 43.1% | none | none | open |
| 66 | Loris loris.restaurant | D 41.5% | none | open | |
| 67 | Merchak Roofgarden merchakgroup.com | D 41.5% | elsewhere | none | open |
| 68 | Mothershucker Beirut mothershucker.me · seafood | D 41.5% | marketplace | open | |
| 69 | Naranj Cafe - نارنج كافيه naranjcafe.com | D 41.5% | none | open | |
| 70 | Ritage Garden ritagegarden.com · mediterranean | D 40% | third party | open | |
| 71 | مطعم أبو حسن vercel.app · lebanese | D 40% | none | none | open |
| 72 | Bliss House blisshouse.com.lb | F 38.9% | HTML page | none | blocked |
| 73 | Access Kitchen lupd-lb.org · soup | F 38.5% | none | none | open |
| 74 | Al Sultan Brahim alsultanbrahim.com · seafood | F 38.5% | none | none | open |
| 75 | Babel Bay babelrestaurant.com · lebanese | F 38.5% | none | none | open |
| 76 | Bay Rock bayrockcafe.com | F 38.5% | none | none | open |
| 77 | Em Sherif Deli emsherif.com | F 38.5% | none | none | open |
| 78 | La Mie Doree briochedoree.fr · french | F 38.5% | none | none | open |
| 79 | Lebanese Ministry Of Culture culture.gov.lb · lebanese | F 38.5% | none | none | open |
| 80 | Raising Cane's alshaya.com · chicken | F 38.5% | none | none | open |
| 81 | Sinno Family sinnofamily.org · indian | F 38.5% | none | none | open |
| 82 | Sushi Star sushistar.co · japanese | F 38.5% | none | none | open |
| 83 | Grillo Nassar scangow.site | F 37.8% | HTML page | none | blocked |
| 84 | Malak Al Tawouk malakaltawouk.com · chicken | F 37.8% | none | own site | blocked |
| 85 | East Village eastvillagecuisine.com · burger, american, steak_house, italian | F 36.9% | none | blocked | |
| 86 | az express azshipservices.com · middle_eastern | F 36.9% | none | none | open |
| 87 | Al Beiruti albeiruti.com | F 35.4% | none | none | open |
| 88 | Beit Al Shawarma trybany.com | F 35.4% | none | none | open |
| 89 | Boubouffe google.com · lebanese | F 35.4% | none | none | open |
| 90 | Burj Al Taybeh midtownbeirut.com | F 35.4% | none | none | open |
| 91 | CHOW smartresto.net | F 35.4% | none | none | open |
| 92 | Classic Burger Joint cbj.me | F 35.4% | none | none | open |
| 93 | Como - Cucina Italiana lancasteredenbay.com · italian | F 35.4% | none | none | open |
| 94 | Hayat Doner Alturki hayatdoner.com · turkish | F 35.4% | none | none | open |
| 95 | Kiss The Spoon chatfood.io | F 35.4% | none | none | open |
| 96 | Pacifico emenus.net · mexican | F 35.4% | none | none | open |
| 97 | Tawlet Mar Mikhael soukeltayeb.com · lebanese | F 35.4% | none | none | open |
| 98 | دومينوز dominos.com.lb · pizza | F 35.4% | none | none | open |
| 99 | Amar Downtown amarrestaurants.com · lebanese | F 33.8% | elsewhere | none | open |
| 100 | Kampaï kampai.co · asian, japanese | F 33.8% | none | none | open |
| 101 | Meat the Fish meatthefish.com | F 33.8% | HTML page | third party | blocked |
| 102 | Napoletana boubess.com | F 33.8% | none | none | open |
| 103 | Ni Caffe ni-caffe.com · japanese, italian | F 33.8% | none | none | open |
| 104 | P'tit Bistrot Liban ghalboun.gov.lb · french | F 33.8% | none | none | open |
| 105 | Sô Beirut founddgroup.com · asian | F 33.4% | none | none | blocked |
| 106 | Azmi Beirut azmiresto.com | F 31.7% | none | blocked | |
| 107 | Capitole By Analogue capitolebeirut.com | F 30.8% | none | none | open |
| 108 | Crew hut crewhutbeirut.com | F 30.8% | none | none | open |
| 109 | Cuisine Moumtaz cuisinemoumtaz.com | F 30.8% | none | none | open |
| 110 | Jai asian Restaurant jaikitchen.com · thai | F 30.8% | none | none | open |
| 111 | Karim Sahyoun Falafel falafelkarimsahyoun.com · middle_eastern | F 30.8% | none | none | open |
| 112 | La Tabkha latabkha.com · lebanese | F 30.8% | none | none | open |
| 113 | Lamb House lambhouse.net · middle_eastern | F 30.8% | none | none | open |
| 114 | Osaka Sushi Lounge osakasushilounge.com · japanese | F 30.8% | none | none | open |
| 115 | Scrolle scrolle.co | F 30.8% | none | none | open |
| 116 | Sushi LAB sushi-lab.com · japanese | F 30.8% | none | none | open |
| 117 | Terghali terghale.com | F 30.8% | none | none | open |
| 118 | Chicken Co moviyum.com | F 30.3% | none | none | blocked |
| 119 | Zaatar w Zeit zaatarwzeit.net | F 28.8% | none | none | open |
| 120 | ليل نهار leilnhar.com · lebanese | F 28.2% | none | none | blocked |
| 121 | By Skirt byskirt.com · burger | F 27.7% | third party | blocked | |
| 122 | Tsunami beirut.ml · japanese | F 24.6% | none | none | blocked |
| 123 | La Foule la-foule.com | F 20.5% | none | none | blocked |
| 124 | Leon Snackk qrco.de | F 20% | none | none | open |
| 125 | Texas House Restaurant qrfy.io | F 20% | none | none | blocked |
| 126 | Skirt skirtbeirut.com | F 18.5% | none | blocked | |
| 127 | Appetito Trattoria appetitotrattoria.com · italian | F 15.4% | none | none | open |
| 128 | Spiced and Sliced spicedandsliced.me | F 15.4% | none | none | open |
| 129 | Tavolina tavolinabistro.com · italian | F 12.3% | none | none | blocked |
| 130 | Comsi Comsaj comsicomsaj.com | F 10.8% | none | blocked | |
| 131 | Mó wordpress.com | F 10.3% | none | none | blocked |
| 132 | By The Slice qrplanet.com · pizza | F 3.1% | none | none | blocked |
| 133 | Al Murjan restaurant rotana.com · international_fusion | F 0% | unreachable | none | open |
| 134 | Al Sultan Brahim al-sultanbrahim.com · seafood | F 0% | unreachable | none | open |
| 135 | AlKantara vinniebags.com | F 0% | unreachable | none | open |
| 136 | Asbaya Restaurant contactcard.business | F 0% | unreachable | none | open |
| 137 | BRGR.CO thebrgr.co · burger | F 0% | unreachable | none | open |
| 138 | Bar Tartine bar-tartine.com | F 0% | unreachable | none | open |
| 139 | Blanca Cafe Bistro blanca-cafebistro.com · breakfast_and_brunch | F 0% | unreachable | none | blocked |
| 140 | Casper & Gambini's casperandgambinis.com | F 0% | unreachable | none | blocked |
| 141 | Dawood basha daoudbasha.com | F 0% | unreachable | none | open |
| 142 | Deek Duke deekduke.com | F 0% | unreachable | none | open |
| 143 | Fiber Resto fiberresto.com | F 0% | unreachable | none | blocked |
| 144 | Jean-Claude breakfast-barn.com · coffee_shop, lebanese | F 0% | unreachable | none | blocked |
| 145 | Le Petit Gris lepetitgris.com | F 0% | none | none | blocked |
| 146 | Mayha mayhabeirut.com · japanese | F 0% | unreachable | none | blocked |
| 147 | Pizza Hut pizzahut-lb.com · pizza | F 0% | unreachable | none | blocked |
| 148 | Pizzaria Trattoria pizzariatrattoria.com · italian | F 0% | unreachable | none | open |
| 149 | Roadster Diner roadsterdiner.com | F 0% | unreachable | none | open |
| 150 | Somā Resto Lounge soma-fnb.com | F 0% | unreachable | none | open |
| 151 | Sydney's ihg.com · breakfast_and_brunch | F 0% | unreachable | none | blocked |
| 152 | Tasty Diner mye-branch.com · lebanese | F 0% | unreachable | none | blocked |
| 153 | The Beirut Cellar beirutcellar.com | F 0% | unreachable | none | open |
| 154 | The Lobby Lounge fourseasons.com | F 0% | unreachable | none | blocked |
| 155 | Zain Chicken - دجاج زين zainchicken.com · chicken | F 0% | unreachable | none | open |
| 156 | Znoud El Sett Restaurant znoudelsett.com · lebanese | F 0% | unreachable | none | open |
How Beirut compares
No web address listed: 71% here, against a median of 44% across 171 indexes of restaurants and fast food. This is where the city stands out. It ranks 16 of 171.
Website facts come from 133 of the 157 scanned sites (85%). A row only shows once 300 pages and half of the scanned sites have been read, and four in five of the city's websites have been scanned. Every number, with its method and data →
Every count behind these rows
| none | 76 |
| HTML page | 35 |
| 17 | |
| elsewhere | 5 |
| none | 92 |
| own site | 30 |
| third party | 6 |
| vendor on own site | 4 |
| marketplace | 1 |
| Unknown | 74 |
| Wordpress | 47 |
| Shopify | 4 |
| Squarespace | 4 |
| Wix | 2 |
| Bentobox | 1 |
| Turn at least one away at the edge | 35 |
| Block one in robots.txt | 10 |
| Turn away every visitor without a browser | 17 |
| Didn't answer in time | 10 |
| Unreachable from the scanner | 24 |
| No working site (dead address) | 24 |
The menu, channel and builder counts cover the 133 sites the scanner could read; the AI crawler counts cover all 157 scanned sites. Each uses the latest scan. The listings come from OpenStreetMap. Businesses without their own website are counted but not scanned. Another 24 have an address that no longer answers (dead domain, bad certificate or server down). They're counted with the businesses that have no website and left out of the ranking.
Where assistants send people in Beirut
Of 44 answers from ChatGPT and Gemini, 98% link a business's own site or its booking software and 25% link a marketplace, most often Resy. The five destinations linked most:
| Destination | Kind | Answers | Share |
|---|---|---|---|
| The businesses' own sites | own site | 43 | 98% |
| Press, guides and forums | press and guides | 18 | 41% |
| dinestyapp.com | vendor, direct | 6 | 14% |
| Resy | marketplace | 5 | 11% |
| sobeirut.com | directory | 5 | 11% |
The full league table, assistant by assistant → · The places named, question by question
What assistants recommend in Beirut
Each assistant was asked the way people ask, with web search on, for up to three places and a link to book or order directly with each. For the places it recommended, the table shows how many came with a link to the place's own site, to a marketplace or to a directory, and how many came with no link at all.
| Assistant | Own site or direct | Marketplace | Directory | No link | Places |
|---|---|---|---|---|---|
| ChatGPT | 92% | 0% | 0% | 8% | 62 |
| Gemini | 74% | 5% | 0% | 21% | 61 |
Asked on 2026-10-22. A place in this index links to its report, and one with its own site that isn't in the index yet links to a scan. When a cell says "no link", the assistant named the place but didn't link to its site. Across the 22 questions, the assistants named 89 different places. This index has 1,067 businesses. Question by question →
Beirut, month by month
Each month gets its own dated page, and its numbers are final once the month is over. The table shows the share of sites that turn AI crawlers away, the share that take bookings or orders on their own domain, and how many score A or B.
| Month | Sites scanned | Turn a crawler away | Direct booking or ordering | A or B |
|---|---|---|---|---|
| November 2026 so far | 157 | 22% | 26% | 26 |
| October 2026 | 0 | 0% | 0% | 0 |
Beirut, month by month: the chart
Beirut, by kind
Each kind of business has its own index, and every index gets the same scan. This page is the restaurants and fast food index.
| Kind | Businesses | Has a website | Sites scanned | Grades |
|---|---|---|---|---|
| restaurants and fast food this page | 1,067 | 234 | 157 | A 4 · B 22 · C 9 · D 36 · F 86 |
| cafes and bars | 690 | 120 | 71 | A 2 · B 6 · C 15 · D 18 · F 30 |
| hairdressers and beauty salons | 472 | 80 | 70 | A 1 · B 2 · C 9 · D 20 · F 38 |
| dentists, clinics and vets | 298 | 88 | 75 | A 0 · B 9 · C 8 · D 22 · F 36 |
| tours, attractions and museums | 153 | 78 | 70 | A 0 · B 6 · C 15 · D 24 · F 25 |
53 of them are chain outlets. A chain's site is scanned once and counted once in the rankings.
Can an agent transact in Beirut?
6 of 133 reachable sites expose a rail an agent could transact through: UCP profile 6. Measured, not scored.
A rail is a UCP profile, an ACP discovery document, an MCP server card, or an ordering vendor that takes orders placed by assistants (Square and Toast, and any vendor whose terms allow agents). Counted from the latest scan of each site; older scans were not measured. Methodology · vendor terms for agents.