Fun study · July 2026⚽ World Cup final

🇦🇷 Argentina vs Spain 🇪🇸, in ParisWho wins the AI restaurant war?

France is out. So ahead of Sunday’s final, we let the machines pick a side: we asked five AI engines — ChatGPT, Perplexity, Gemini, Copilot and Google AI Mode — in English and French, for the best Argentinian vs the best Spanish restaurant in Paris. 20 balanced prompts, 360 answers, 2,006 restaurant mentions. The verdict is not close.

By Nicolas Sitter

The verdict: Argentina wins, and it isn’t close. Argentina fields a devastating front three — LOCO (124 mentions), Santa Carne (116) and Les Grillades de Buenos Aires (103), each named by all five engines and each beating Spain’s single best pick (Bodega Potxolo, 91). Spain plays possession football with no striker: its recommendations scatter across more venues on every engine. And Argentina is more grounded too — 79% of its named venues are real, verifiable restaurants vs 63% for Spain.

The scoreboard

Every restaurant the engines actually named, tallied across all five, EN + FR. The prompt panel is balanced (equal Argentinian and Spanish prompts), so the story is not how many mentions each side gets — it is how concentrated they are.

🇦🇷 Argentina — a front three

#RestaurantMentionsEngines
1LOCO1245/5
2Santa Carne1165/5
3Les Grillades de Buenos Aires1035/5
4Volver525/5
5La Recoleta465/5
6Biondi465/5
7Anahí373/5
8Bistro Caminito334/5

🇪🇸 Spain — a committee

#RestaurantMentionsEngines
1Bodega Potxolo915/5
2Buenas685/5
3Le Chien Andalou625/5
4Les Piétons535/5
5La Abuela343/5
6Rosario335/5
7La Nocería334/5
8Les Caves Saint-Gilles324/5

Where the winners are

The 12 most-recommended brands, plotted. Blue is Argentina, red is Spain — click a marker for its per-engine breakdown. (Brands group venues sharing a website: #5 covers the Barrio Norte family — Palermo, La Recoleta and Bistro Caminito.)

Top 12 most-recommended brands — popups show per-engine recommendations

1LOCO2Santa Carne3Les Grillades de Buenos Aires4Bodega Potxolo5Palermo6Buenas7Le Chien Andalou8Les Piétons9Volver10Biondi11ASADO12Anahi

Every engine agrees: Spain diffuses

With balanced prompts, both sides draw roughly equal mention volume. But the number of distinct venues each engine reaches for is consistently higher for Spain — it spreads its bets, Argentina concentrates. This holds on all five engines, so it is an engine-wide pattern, not a one-model quirk.

🇦🇷 Argentina — distinct venues 🇪🇸 Spain — distinct venues
ChatGPT
46
68
Perplexity
46
61
Gemini
43
71
Copilot
25
36
Google AI Mode*
48
66

*Google AI Mode: US-proxy only (see caveats).

Prompt by prompt

The same pattern, one level down. Argentina’s eight prompts funnel into the same few venues (74 distinct across the whole arm); Spain’s spread over 119. And the moment a prompt goes dish-first (“best tapas”, “where to watch the final”), grounding drops — the engines improvise more when the cuisine anchor weakens.

Prompt familyPromptsMentionsDistinct venues% realTop pick
🇦🇷 Argentina arm87997482%LOCO (107)
🇪🇸 Spain arm883411966%Bodega Potxolo (76)
⚽ World-Cup hook437313861%Santa Carne / LOCO (22)

🇦🇷 Argentina arm

PromptMentionsDistinct% realTop pick
best Argentinian restaurant in Parismeilleur restaurant argentin à Paris1102585%LOCO (16)
best Argentinian steakhouse in Parismeilleur grill argentin à Paris952191%LOCO (17)
where to eat asado in Parisoù manger un asado à Paris1002490%ASADO (15)
best empanadas in Parismeilleures empanadas à Paris1183948%Clásico Argentino (12)
best place for Argentinian beef in Parismeilleure viande argentine à Paris972291%LOCO (17)
best Argentinian restaurant with Malbec in Parisrestaurant argentin avec du Malbec à Paris902487%LOCO (16)
most authentic Argentinian restaurant in Parisrestaurant argentin le plus authentique à Paris1012984%LOCO (14)
best Argentinian restaurant in Paris for a grouprestaurant argentin pour un grand groupe à Paris881986%Santa Carne (14)

🇪🇸 Spain arm

PromptMentionsDistinct% realTop pick
best Spanish restaurant in Parismeilleur restaurant espagnol à Paris1193579%Bodega Potxolo (14)
best tapas in Parismeilleures tapas à Paris1455440%Bodega Potxolo (12)
best paella in Parismeilleure paella à Paris1022571%La Paella (17)
most authentic Spanish restaurant in Parisrestaurant espagnol le plus authentique à Paris852973%Bodega Potxolo (13)
best Spanish restaurant for jamón ibérico in Parismeilleur restaurant espagnol pour le jambon ibérique à Paris893462%Bellota Bellota (10)
best Spanish tapas bar in Parismeilleur bar à tapas à Paris1064264%Bodega Potxolo (13)
best Spanish restaurant in Paris for a grouprestaurant espagnol pour un grand groupe à Paris973380%Buenas (9)
best Spanish restaurant with Rioja in Parisrestaurant espagnol avec du Rioja à Paris913867%Bodega Potxolo (9)

World-Cup hook

PromptMentionsDistinct% realTop pick
where to watch the World Cup final in Paris with Argentinian foodoù regarder la finale de la Coupe du Monde à Paris en mangeant argentin985258%Volver (11)
where to watch the World Cup final in Paris with Spanish tapasoù regarder la finale de la Coupe du Monde à Paris avec des tapas1036632%Les Piétons (7)
best Argentinian restaurant in Paris to celebrate a World Cup winmeilleur restaurant argentin à Paris pour fêter une victoire en Coupe du Monde842786%LOCO (16)
best Spanish restaurant in Paris to celebrate a World Cup winmeilleur restaurant espagnol à Paris pour fêter une victoire en Coupe du Monde883375%Bodega Potxolo (13)

% real = share of the prompt’s mentions resolving to the 81-venue registry (exact/alias match — a floor). † = the top pick is a real chain outside the cuisine-specific registry.

Argentina is more grounded, too

We matched every named venue back to a registry of 81 real Paris restaurants (42 Argentinian, 39 Spanish) seeded from Google Maps using only cuisine-specific categories. Result: 79% of Argentine mentions resolve to a real venue, vs 63% of Spanish mentions. That 63% is a floor — exact matching only, and the registry deliberately excludes generically-labelled venues — but the gap is consistent: the AIs are shakier about Spain’s Paris scene than Argentina’s. They not only prefer Argentina, they hallucinate it less.

The 81-venue seed registry — 42 Argentinian, 39 Spanish

🇦🇷 Argentinian (42)🇪🇸 Spanish (39)

Two things we didn’t expect

The map widget lies

ChatGPT’s structured map widget crowned Bistro Caminito as the #1 Argentinian pick (33 map appearances). But across the engines’ actual prose, Caminito is only #8 — the real consensus is LOCO and Santa Carne. What an AI plots on a map is not what it tells you in words. If you optimise for one, you can lose the other.

Argentina invades the Spanish results

Ranked #6 in the Spanish arm, named by all five engines: “Rosario” — which is, of course, an Argentine city (and Messi’s hometown). Even Spain’s list can’t keep Argentina out. (A little French bleed shows up too — generic bistros like Les Piétons and Les Caves slip into both arms; an entity-recognition caveat on any leaderboard like this.)

The 20 prompts, and what each one did

The full panel, with per-prompt results. Every prompt was fired in English and French, 18 captures each (5 engines × US + FR proxy × EN + FR, minus the two rejected AI Mode × FR-proxy slots). Two patterns jump out. Dish prompts are hallucination bait: ask for a restaurant and 79–91% of named venues are real; ask for a dish and grounding collapses (tapas 40%, empanadas 48%, jamón 62%) as the engines reach for delis, chains and phantom spots. And “where to watch the final” scatters hardest — 52 and 66 distinct venues, with the Spanish watch-party prompt bottoming out at 32% real: that’s sports-bar territory, not restaurant territory.

By prompt family

FamilyPromptsMentionsDistinct venues% realTop pick
🇦🇷 Argentina arm87997482%LOCO (107)
🇪🇸 Spain arm883411966%Bodega Potxolo (76)
⚽ World-Cup hook437313861%Santa Carne / LOCO (22)

Same volume in, very different behaviour out: the two arms drew near-identical mention counts (799 vs 834 — the panel is balanced, as designed), but Spain’s spread across 119 distinct venues to Argentina’s 74. The four World-Cup prompts are the wildest of all: 138 distinct venues from just 373 mentions.

Prompt by prompt

Prompt (EN / FR)MentionsDistinct% realTop pick
🇦🇷 Argentina arm
best Argentinian restaurant in Parismeilleur restaurant argentin à Paris1102585%LOCO (16)
best Argentinian steakhouse in Parismeilleur grill argentin à Paris952191%LOCO (17)
where to eat asado in Parisoù manger un asado à Paris1002490%ASADO (15)
best empanadas in Parismeilleures empanadas à Paris1183948%Clásico Argentino (12)
best place for Argentinian beef in Parismeilleure viande argentine à Paris972291%LOCO (17)
best Argentinian restaurant with Malbec in Parisrestaurant argentin avec du Malbec à Paris902487%LOCO (16)
most authentic Argentinian restaurant in Parisrestaurant argentin le plus authentique à Paris1012984%LOCO (14)
best Argentinian restaurant in Paris for a grouprestaurant argentin pour un grand groupe à Paris881986%Santa Carne (14)
🇪🇸 Spain arm
best Spanish restaurant in Parismeilleur restaurant espagnol à Paris1193579%Bodega Potxolo (14)
best tapas in Parismeilleures tapas à Paris1455440%Bodega Potxolo (12)
best paella in Parismeilleure paella à Paris1022571%La Paella (17)
most authentic Spanish restaurant in Parisrestaurant espagnol le plus authentique à Paris852973%Bodega Potxolo (13)
best Spanish restaurant for jamón ibérico in Parismeilleur restaurant espagnol pour le jambon ibérique à Paris893462%Bellota Bellota (10)
best Spanish tapas bar in Parismeilleur bar à tapas à Paris1064264%Bodega Potxolo (13)
best Spanish restaurant in Paris for a grouprestaurant espagnol pour un grand groupe à Paris973380%Buenas (9)
best Spanish restaurant with Rioja in Parisrestaurant espagnol avec du Rioja à Paris913867%Bodega Potxolo (9)
World-Cup hook
where to watch the World Cup final in Paris with Argentinian foodoù regarder la finale de la Coupe du Monde à Paris en mangeant argentin985258%Volver (11)
where to watch the World Cup final in Paris with Spanish tapasoù regarder la finale de la Coupe du Monde à Paris avec des tapas1036632%Les Piétons (7)
best Argentinian restaurant in Paris to celebrate a World Cup winmeilleur restaurant argentin à Paris pour fêter une victoire en Coupe du Monde842786%LOCO (16)
best Spanish restaurant in Paris to celebrate a World Cup winmeilleur restaurant espagnol à Paris pour fêter une victoire en Coupe du Monde883375%Bodega Potxolo (13)

Mentions = recommended-venue mentions extracted from answer prose (EN + FR combined). % real = share matching the 81-venue registry by exact name/alias — a conservative floor. The side-level 79% / 63% figures above group the World-Cup prompts with their side; here they are broken out as their own family. † Real Paris venue, but outside the cuisine-specific registry (Google files Clásico Argentino and Bellota Bellota under other categories).

One more football note: LOCO tops six of Argentina’s ten prompts — a true number 9. Bodega Potxolo also tops six for Spain, but with visibly smaller margins, and the moment the prompt names a dish, the crown moves (La Paella for paella, Bellota Bellota for jamón, Buenas for groups). Argentina has a striker; Spain rotates the captain’s armband.

How we ran it

  • Panel: 20 templates — matched Argentinian and Spanish arms (control + steak/asado/empanadas/malbec, tapas/paella/jamón/rioja) plus a World-Cup hook — in English and French. Full list with per-prompt results above.
  • Engines: ChatGPT, Perplexity, Gemini, Copilot, Google AI Mode, each on a US and a FR proxy. 360 captures.
  • Mentions: restaurant names extracted from each answer with a named-entity-recognition pipeline — 2,006 mentions.
  • Registry: 81 real venues seeded from Apify Google Maps using only the cuisine-specific categories (Argentinian / Spanish / tapas / Latin-American) — deliberately no generic “Restaurant”, to keep the head-to-head clean.
Caveats, honestly. Google AI Mode’s FR-proxy batch was rejected by Bright Data (no snapshot) and is absent — the same FR-specific block we saw in the Marseille coffee study; AI Mode figures here are US-proxy only. The 63% Spanish grounding is a floor, not a hallucination rate. And with a balanced panel, compare concentration and grounding, not raw mention counts.

FAQ

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