AI search optimization for automotive (GEO, AEO)

Car buyers ask AI which model to buy. Is yours on the shortlist?

Test drives now start with a shortlist an assistant built from reviews. The models it names get the visits - the rest never come up.

We asked both assistants what a family looking for an electric car would ask.

ChatGPT

Asked: What is the best electric car for a family in 2026?

If you mean a family EV in the U.S. in 2026, there isn't one objectively “best” choice—the right one depends heavily on whether you need two or three rows, your budget, and how much road-tripping you do. The strongest family choices

  • Hyundai IONIQ 9 — particularly compelling if you need three rows. It starts at $58,955, seats up to seven, offers up to 335 miles EPA range, and can DC fast-charge from 10–80% in about 24 minutes.
  • Kia EV9 — another excellent three-row family option. The 2026 model starts at $54,900, with a range of trims and six- or seven-seat configurations.
  • Tesla Model Y — worth considering if you want a smaller, more maneuverable family crossover rather than a three-row SUV. Its practicality, charging ecosystem and efficiency make it a different proposition from the larger IONIQ 9/EV9.

3 brands named

  • Hyundai
  • Kia
  • Tesla
Claude

Asked: What is the best electric car for a family in 2026?

There isn't a single "best" answer since it depends on family size, budget, and priorities—but here's how the top 2026 options stack up based on current reviews: Best overall for most families: Tesla Model Y The Model Y is the best-selling EV in the world for a reason. It packs an enormous cargo area, an optional third row for occasional kids, ~310 miles of range, and access to the most reliable charging network in North America. For a family that wants the least-friction electric experience, nothing else comes close right now. It's also praised as the Tesla Model Y for all-round usability among family EVs. Best for large families needing three real rows: Kia EV9 / Hyundai Ioniq 9

5 brands named

  • Tesla
  • Kia
  • Hyundai
  • Volvo
  • Volkswagen
THE GAP

ChatGPT named 3 brands. Claude named 5. Is yours one of them?

A buyer who asks this never opens a results page. They get a short list, pick from it, and the brands that were not on it never had a chance.

The list is short

An answer names a handful of brands, not ten blue links. Being the eleventh result used to be visible. Being the eleventh brand is invisible.

Each assistant reads differently

ChatGPT and Claude above answered the same question with different brands, because they read different sources. Winning one does not win the other.

It changes every week

Answers move as models update and new pages get cited. A single audit tells you where you stood once; it does not tell you when you dropped out.

WHAT SCORRA DOES

Measure it, then put an agent on it

THE AGENT

It does the work, not just the report

The agent reads what the assistants said about your category, finds the questions you lose and the pages they cite instead of you - and then writes. Briefs and full drafts for your site, a pitch to the publications that keep getting cited, a plan with the effort each step takes.

  • Writes the page that answers the question you lose - every number with its source
  • Names the exact sites assistants read and never mention you on
  • Turns an analysis into a to-do list you can start with one click
  • Nothing is published or sent without you
A drafted article in an agent session, badged ARTICLE and addressed to revolut.com, answering whether Revolut suits US freelancers and small businesses
The to-do list closing an agent session: each row a named action with the effort it costs and a Write it button that starts the work
MCP

Ask it from Claude or ChatGPT

Connect Scorra once and ask about your visibility from the assistant you already use. The answer comes from your own measurements, not from a guess.

Included from Growth up. Each tool call uses 1 credit.

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DAILY MEASUREMENT

The questions your buyers ask, every day

The same questions, asked on ChatGPT, Gemini, Perplexity, Google AI Mode and Google AI Overviews every day - visibility, position, sentiment and the sources behind every answer.

Project overview: five metrics with their trend, the brands ranked above and below you, and visibility split by assistant

See which answers you are missing

Enter your domain. We ask the assistants the questions your buyers ask and show where you appear - no account needed.

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