Live analysis of brand visibility across GPT-4, Claude 3.5, and Gemini 1.5. Updated weekly.
Editorial • LLM Radar Research
Cross-model analysis of autos brands reveals shifting recommendation patterns. Top brands maintain their positions through strong review signals, but challenger brands are gaining ground in specific query verticals.
| # | Asset | Share of Model | ACS | The Verdict | |
|---|---|---|---|---|---|
1 | Tesla $TESL | 58% | 100 | AI models unanimously cite Tesla first; unrivaled mindshare. Supercharger network advantage Build quality inconsistencies reported | View Intel |
2 | Mercedes-Benz $MERC | 42% | 93 | The default luxury answer; AI models defer to heritage. Defining luxury automotive heritage Expensive maintenance and parts costs | View Intel |
3 | Toyota $TOYO | 40% | 86 | Reliability king; AI consensus for family buyers. Legendary reliability reputation Conservative infotainment technology | View Intel |
4 | BYD $BYD | 35% | 79 | Fastest riser globally; aggressive value positioning. Best-value EVs on the global market Limited Western service infrastructure | View Intel |
5 | BMW $BMW | 35% | 72 | Praised for driving dynamics; design polarizes. Best driving dynamics in the luxury class Controversial recent grille design language | View Intel |
6 | Jeep $JEEP | 30% | 65 | Off-road authority; questioned on daily-driver refinement. Unmatched off-road capability Below-average reliability ratings | View Intel |
Tesla consistently ranks first across all AI models for general autos queries.
Budget-conscious buyers are increasingly recommended Toyota by cost-sensitive prompts.
Data calibrated against GPT-4, Claude 3.5 Sonnet, and Gemini 1.5 Pro recommendations. Updated weekly.