AI Brand Visibility

The Open Benchmark of AI Brand Recommendations.

AI is no longer just answering. It is shaping brand preference.

Which car brands and models does AI recommend to car buyers in France?

Consumers in France seeking to purchase a new or used vehicle frequently consult AI models for recommendations. Their inquiries cover a wide spectrum of concerns, from specific car types to budgetary constraints and long-term ownership costs. They look for guidance across various segments of the automobile market.

Across 22 distinct questions, the benchmark covers key car buying decision axes such as brand reputation, reliability, value for money, specific vehicle types like SUVs and electric cars, fuel type comparisons, budget-driven choices, and considerations for specific driver profiles including families and young drivers.

Brands like Renault, Peugeot, Citroën, Volkswagen, and Toyota are widely expected to feature prominently in car buying recommendations in France. Whether AI models consistently reflect these consumer expectations is what the benchmark reveals. Updated daily.

Filters

Countries

1
France 22

Filters

1
📅 15 Aug 2026 to 21 Aug 2026

Questions

22
22 / 22 selected
Best Overall5
Quelle est la meilleure marque de voiture en ce moment ?
Quelle voiture est la plus fiable ?
Quelle voiture offre le meilleur rapport qualité-prix ?
Quelle voiture est la plus économique en carburant ?
Quelle voiture est la plus sûre ?
Budget & Value5
Quelle voiture pas chère est vraiment fiable ?
Quelle voiture choisir avec un budget de 20 000 euros ?
Quelle voiture acheter pour pas cher ?
Quelle voiture coûte le moins cher en entretien ?
Quelle voiture d’occasion est la plus fiable ?
Specific Types2
Quel est le meilleur SUV en ce moment ?
Quel SUV familial choisir ?
Origin & Reliability4
Quelles sont les meilleures voitures françaises en ce moment (prix, fiabilité, entretien) ?
Quelles sont les meilleures modèles de voitures allemandes ?
Les voitures chinoises sont-elles fiables ?
Quelle est la meilleure marque de voiture chinoise en France ?
Life Stage2
Quelle voiture choisir pour une famille avec deux enfants ?
Quelle voiture choisir quand on est jeune conducteur ?
Fuel Type1
Diesel ou essence, qu’est-ce qui vaut le coup aujourd’hui ?
Electric & Hybrid3
Quelle est la meilleure voiture hybride actuellement ?
Quelle voiture électrique choisir ?
Quelle voiture électrique a la meilleure autonomie ?

Renault

France15-08-2026 to 21-08-2026
General Ranking
1
5 analyzed brands
Total Mentions
205
+4.1%vs previous period
Share of Voice
8.46%
+0.13 ptsvs previous period
Label
👑Category Owner
AI visibility Score
98
0vs previous period

Renault Performance Summary

Overview

  • Renault's AI Visibility Score is currently at 98, with a recent average of 98.86 over the last 7 days.
  • Renault holds the top position in Share of Voice (SOV) within its category, with a score of 98 and 8.46% SOV.
  • The brand ranks highly in strategic themes such as 'Fuel Type' and 'Electric & Hybrid', holding the #1 position in both.
  • Renault is a 'Category Owner' with a strong positive sentiment among competitors, indicated by 171 positive mentions out of 205.
  • The 'Renault Clio' is the most visible product, followed by 'Renault Clio V' and 'Renault Megane E-tech Electric'.

Strengths

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Look Out For

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Brand Mentions Over Time - How is my brand presence in AI evolving?

This chart shows how often your brand is mentioned by LLMs over time.

Brand Share of Mentions - What share of AI visibility do we own versus competitors?

Shows how mentions are distributed across brands in LLMs' responses.

AI Visibility Trend - Is my Brand AI visibility score improving over time?

The higher the score, the more your brand appears and performs in LLM responses.

Ranking Evolution - Is my brand gaining or losing positions?

This chart shows how your average position evolves in global ranking.

Top Performing Products - Which products contribute the most to our visibility?

Compare product visibility across your portfolio in LLM's responses.

Clio: 61 (1.7%)
Clio V: 22 (0.6%)
Megane E-tech Electric: 22 (0.6%)
Zoe: 21 (0.6%)
Captur: 18 (0.5%)
Austral: 16 (0.5%)
Scenic E-tech: 13 (0.4%)
Twingo: 11 (0.3%)
5 E-tech: 11 (0.3%)
Scenic E-tech Electric: 11 (0.3%)
Clio Iv: 11 (0.3%)
Megane: 9 (0.3%)
Clio E-tech: 7 (0.2%)
Espace: 7 (0.2%)
Austral E-tech Full Hybrid: 6 (0.2%)
Clio Tce 90: 6 (0.2%)
Clio 5: 6 (0.2%)
Captur Ii: 6 (0.2%)
Grand Scenic: 5 (0.1%)
Twingo E-tech Electrique: 5 (0.1%)
Clio 6: 5 (0.1%)
Twingo E-tech: 5 (0.1%)
Clio 4: 4 (0.1%)
Clio 1.5 Dci: 4 (0.1%)
Clio Full Hybrid E-tech: 4 (0.1%)
5 E-tech Electrique: 4 (0.1%)
5 E-tech Electric: 4 (0.1%)
Clio Tce 100: 4 (0.1%)
Captur E-tech Full Hybrid: 3 (0.1%)
Captur E-tech Hybrid: 3 (0.1%)
Megane Iv: 3 (0.1%)
Scenic E-tech Electrique: 3 (0.1%)
Austral E-tech Full Hybrid 200: 3 (0.1%)
Clio E-tech Hybrid: 3 (0.1%)
Arkana E-tech Plug-in: 3 (0.1%)
Clio Iii: 3 (0.1%)
Arkana E-tech Hybrid: 3 (0.1%)
Symbioz: 3 (0.1%)
Twingo 1,2i: 2 (0.1%)
Captur 2: 2 (0.1%)
Clio 3: 2 (0.1%)
Clio Evolution: 2 (0.1%)
Megane E-tech: 2 (0.1%)
Clio E-tech Hybride: 2 (0.1%)
Megane E-tech Electrique: 2 (0.1%)
Clio E-tech Full Hybrid: 2 (0.1%)
5 Turbo 3e: 2 (0.1%)
Austral E-tech Plug-in: 2 (0.1%)
Arkana E-tech Full Hybrid: 2 (0.1%)
Clio Hybrid: 2 (0.1%)
Austral E-tech: 2 (0.1%)
Clio Ii: 2 (0.1%)
Grand Kangoo: 2 (0.1%)
Captur E-tech: 2 (0.1%)
Symbioz E-tech Full Hybrid: 2 (0.1%)
4 E-tech: 2 (0.1%)
Clio Iv 1.2 16v 75 Cv Life: 1 (0.0%)
Clio 5 E-tech Hybride: 1 (0.0%)
Clio 6 1.2 Tce 115: 1 (0.0%)
Zoe E-tech: 1 (0.0%)
Twingo Electric: 1 (0.0%)
Rafale E-tech 4x4 300 Ch: 1 (0.0%)
Captur E-tech Full Hybrid 145 Ch: 1 (0.0%)
Clio Hybride: 1 (0.0%)
Clio V Nouvelle: 1 (0.0%)
Captur 2024: 1 (0.0%)
Twingo Electrique: 1 (0.0%)
Austral E-tech Diesel: 1 (0.0%)
Clio Tce: 1 (0.0%)
Arkana Full Hybrid: 1 (0.0%)
Espace 6: 1 (0.0%)
R5: 1 (0.0%)
Scenic: 1 (0.0%)
Megane Dci: 1 (0.0%)
Clio 2025: 1 (0.0%)
Espace E-tech Full Hybrid: 1 (0.0%)
5 Electrique: 1 (0.0%)
1.5 Dci: 1 (0.0%)
Megane Dci 115: 1 (0.0%)
Twingo Iii E-tech Electric: 1 (0.0%)
Scenic E-tech 87 Kwh: 1 (0.0%)
Clio 3/4: 1 (0.0%)
Arkana E-tech: 1 (0.0%)
Megane E-tech Plug-in: 1 (0.0%)
Megane Blue Dci: 1 (0.0%)
Clio Vi: 1 (0.0%)
Clio Blue Dci 100: 1 (0.0%)
Clio Evolution Eco-g 100 Ch: 1 (0.0%)
Arkana E-tech Hybrid 145: 1 (0.0%)
Zoe E-tech Electrique: 1 (0.0%)
Clio Generation: 1 (0.0%)
Megane Intens: 1 (0.0%)
Captur Hybride: 1 (0.0%)
Clio E-tech (140 Ch): 1 (0.0%)
Clio 1.2 Tce 115/120 Ch: 1 (0.0%)
Austral Evolution Mild Hybrid Advanced 130 Ch: 1 (0.0%)
Austral Iconic Esprit Alpine E-tech Full Hybrid 200 Ch: 1 (0.0%)
Austral E-tech Full Hybrid 200 Ch: 1 (0.0%)
Twingo E-tech Evolution: 1 (0.0%)
Captur E-tech Plug-in Hybrid: 1 (0.0%)
Clio Iv/v: 1 (0.0%)
Clio E-tech Full Hybrid 145: 1 (0.0%)
Clio Full Hybrid: 1 (0.0%)
Twingo 1.2i: 1 (0.0%)
Captur E-tech Plug-in: 1 (0.0%)
Clio V Hybride E-tech: 1 (0.0%)
Twingo Ii: 1 (0.0%)
Twingo Iii: 1 (0.0%)
Clio Blue Dci: 1 (0.0%)
Clio E-tech 1.6 Hybride: 1 (0.0%)
Dci 130: 1 (0.0%)
Tce 130: 1 (0.0%)
Clio 5 1.0 Tce 90 Evolution: 1 (0.0%)
Others: 3080 (87.7%)

Top Recommended Products - Which of my products are most frequently recommended by LLM models?

Compare how often each product appears among the top LLM recommendations.

Brand Coverage By Theme - Which key strategic topics drive my brand AI visibility?

Compare your visibility across your key strategic themes