Drivers Ask AI Where to Take the Car

Buyers and owners ask an assistant which dealership, which service centre, which mechanic. Noma shows you whether your locations are named, and whether your services are described right.

Get your free auditSee how it works

Runs on any domain in about 15 seconds. No login, no analytics access.

Tracked every day across

  • ChatGPTChatGPT
  • GeminiGemini
  • ClaudeClaude
  • PerplexityPerplexity
  • GrokGrok

Each engine is asked your category’s real buying questions from a fresh session, and every answer is scored for whether it names you.

Where brands go missing

Every capability below is aimed at one thing: whether AI names you when a buyer asks.

  • Near-me service queries naming competitors
  • Inventory, service menus or pricing stated wrongly
  • Cars.com and AutoTrader cited over your own site
  • No per-location read on where visibility is weakest

How Noma helps

Built for showroom and service demand

  • Per-market prompt tracking

    Track buying and servicing prompts across every market your locations cover, daily, on all five engines.

  • Inventory and service accuracy monitoring

    Catch it when an engine misstates what you stock, what you service or what it costs, with the prompt and model attached.

  • Aggregator versus direct citation analysis

    See whether AI points drivers to a listings platform or to you, and what it would take to become the cited source.

  • 12-point AEO audit

    Audit the signals that decide whether an engine can parse and trust your site: structured data, FAQ schema, llms.txt, heading hierarchy, author bylines, Core Web Vitals, and six more.

What your report shows

Every line below comes out of a real run against your domain. Nothing is modelled, estimated, or averaged from other customers.

  • A visibility score: the share of tracked prompts where AI named you
  • Share of voice against every competitor appearing in the same answers
  • Sentiment, scored 0 to 100, on the answers that did mention you
  • A per-engine breakdown, because the five rarely agree
  • The URLs each engine cited to reach its answer
  • Your 12-point audit, scored across technical, content and AEO signals

Frequently asked

Before you start

  • Yes. They are different prompts, tracked and reported separately, because they are usually won by different competitors.

Find out what AI says about Auto Services today

Enter a domain and get a visibility score in about 15 seconds, plus the full 12-point audit. No card, no account.

Get your free audit