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
📅 03 Oct 2026 to 09 Oct 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

France03-10-2026 to 09-10-2026
General Ranking
1
5 analyzed brands
Total Mentions
108
▼-42.6%vs previous period
Share of Voice
7.78%
▼-0.32 ptsvs previous period
Label
👑Category Owner
AI visibility Score
97
▼-1vs previous period

Renault Performance Summary

Overview

  • Renault maintains a strong AI visibility score of 97.
  • The brand holds a 'Leadership' position in its category with a 7.78% Share of Voice.
  • Renault ranks 1st in the 'Life Stage' and 'Fuel Type' strategic themes.
  • The Renault Clio V is the most visible product, followed by the Renault Austral.
  • The analysis period covers October 3rd to October 9th, 2026.

Strengths

Limited Access

Sign in or upgrade to access the strengths identified for this brand.

Look Out For

Limited Access

Sign in or upgrade to access the signals that require attention.

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 V: 21 (1.0%)
Austral: 18 (0.9%)
Clio: 16 (0.8%)
Megane E-tech Electric: 13 (0.6%)
Zoe: 9 (0.4%)
Scenic E-tech: 9 (0.4%)
Captur: 9 (0.4%)
Scenic E-tech Electric: 9 (0.4%)
Clio E-tech: 8 (0.4%)
5 E-tech: 7 (0.3%)
Clio Iv: 7 (0.3%)
Captur Ii: 6 (0.3%)
Espace: 5 (0.2%)
Captur E-tech Full Hybrid: 5 (0.2%)
Megane E-tech: 5 (0.2%)
Megane: 5 (0.2%)
Twingo: 5 (0.2%)
Symbioz E-tech Full Hybrid: 5 (0.2%)
Clio Vi: 5 (0.2%)
Clio E-tech Hybrid: 3 (0.1%)
Captur E-tech Hybrid: 3 (0.1%)
Twingo E-tech: 3 (0.1%)
Clio E-tech Full Hybrid: 3 (0.1%)
Arkana E-tech Hybrid: 2 (0.1%)
Twingo 1,2i (2008): 2 (0.1%)
Clio 5: 2 (0.1%)
Clio Full Hybrid E-tech: 2 (0.1%)
Clio E-tech Hybride: 2 (0.1%)
Scenic E-tech Grande Autonomie: 2 (0.1%)
Twingo Electrique: 2 (0.1%)
Austral E-tech: 2 (0.1%)
Captur Full Hybrid E-tech: 2 (0.1%)
5 E-tech Electrique: 2 (0.1%)
4 E-tech: 2 (0.1%)
Scenic: 2 (0.1%)
Clio Ii: 2 (0.1%)
Clio Iii: 2 (0.1%)
Twingo Sce 65 Equilibre: 2 (0.1%)
Captur E-tech Plug-in: 2 (0.1%)
Zoe E-tech Electric: 1 (0.0%)
Captur I: 1 (0.0%)
Clio Iv 1,2 16v 75 Cv Life (2015): 1 (0.0%)
Clio 5 1.0 Tce 90: 1 (0.0%)
Clio 2: 1 (0.0%)
Clio 4: 1 (0.0%)
Megane Estate: 1 (0.0%)
Kangoo: 1 (0.0%)
Rafale E-tech: 1 (0.0%)
Scenic Iv: 1 (0.0%)
Clio 5 E-tech Hybride Intens: 1 (0.0%)
Clio 5 Dci: 1 (0.0%)
Arkana: 1 (0.0%)
Twingo 2026: 1 (0.0%)
Austral E-tech Full Hybrid: 1 (0.0%)
Clio Tce 90: 1 (0.0%)
Austral E-tech Full Hybrid 200: 1 (0.0%)
Arkana Hybride: 1 (0.0%)
Grand Scenic: 1 (0.0%)
Kangoo E-tech: 1 (0.0%)
Twingo Iii: 1 (0.0%)
Twingo Ze: 1 (0.0%)
5 E-tech 52 Kwh: 1 (0.0%)
Clio V 1.0 Tce 90 Ch: 1 (0.0%)
Clio 6: 1 (0.0%)
Twingo 1.2i (2008): 1 (0.0%)
Clio 1.5 Dci: 1 (0.0%)
Megane 2: 1 (0.0%)
Scenic 2: 1 (0.0%)
Clio Essence: 1 (0.0%)
Megane 1.5 Blue Dci Edc (115 Ch): 1 (0.0%)
Clio Blue Dci: 1 (0.0%)
Megane Iv: 1 (0.0%)
Twingo Ii: 1 (0.0%)
Clio Blue Dci 100: 1 (0.0%)
Captur Full Hybrid E-tech 145: 1 (0.0%)
Captur Hybride: 1 (0.0%)
Espace (nouvelle Generation): 1 (0.0%)
Arkana Full Hybrid: 1 (0.0%)
Austral E-tech 200: 1 (0.0%)
5 E-tech Iii: 1 (0.0%)
Laguna Ii Phase 2: 1 (0.0%)
Megane Ii: 1 (0.0%)
Others: 1853 (87.9%)

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