Evidence and benchmarks
Automotive marketing research
Our research tracks how independent automotive businesses appear across search, local results, and AI answer engines—and makes the methodology and findings available for scrutiny.
AI Visibility Benchmark
A recurring 50-prompt benchmark measuring brand mentions, linked citations, and competitor visibility across major AI systems.
Read the researchIndependent Auto Shop Digital Visibility Study 2026
Original research measuring website, Google Business Profile, review, local SEO, and AI presence across independent auto shops.
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