— AI Citation Index

Who AI search surfaces for electric cars

edmunds.com anchors the electric car retrieval pool (5/5 queries)

5 queries · 3 samples each37 distinct domainsVolatile (Jaccard 0.3662)
5/5
queries surfaced edmunds.com (aggregator), the most-retrieved source in this category
— Most-surfaced domains
#DomainTypeQueriesMean pos.
1edmunds.comAggregator5/52.77
2cars.usnews.comAggregator4/54.67
3electricdrives.tvAggregator3/52.6
4kbb.comAggregator3/54.25
5bgr.comEditorial3/55.25
6driveauthority.comAggregator3/56
7recharged.comAggregator2/54.44
8evchargingstations.comAggregator2/53.5
9recurrentauto.comAggregator2/54
10autoblog.comEditorial2/54.25
11daytonaautomall.comBrand2/55.25
12coltura.orgEditorial2/56.75

“Queries” = how many of the 5 sampled queries surfaced this domain in the top 10 (across 3 samples). Position is the mean rank when present.

— Who owns the pool: brand vs third-party
Aggregator / directory 43.2%Editorial / review media 43.2%Brand-owned 13.5%

By distinct domain the pool is 13.5% brand-owned, 43.2% aggregator/directory, 43.2% editorial. Most of the field is third-party, so getting surfaced means earning a place on the aggregators and roundups AI retrieves, not only optimising your own site.

— What this means for electric cars

edmunds.com (aggregator) is the most consistently surfaced source, appearing in 5 of 5 sampled queries at a mean position of 2.77. Below them, cars.usnews.com (aggregator) at 4/5 and electricdrives.tv (aggregator) at 3/5 also recur. 16 of the 37 distinct domains surface in two or more of the 5 queries; the rest appear once and drop out. Across the pool, aggregators and directories hold the largest share of what AI search retrieves here.

— The GEO play

The fastest path to visibility is accurate inclusion in the third-party pages that keep surfacing here, starting with edmunds.com. The retrieval set is volatile run to run (top-10 overlap 0.3662), so you need several samples to read it reliably.

Methodology & limits: Snapshot only: 5 buyer-intent queries, 3 samples each, one time period. This maps the retrieval candidate pool (what AI search can draw from), not logged AI citations. Treat it as a directional signal, not a census.

— Queries sampled
  • best electric cars 2026
  • Tesla Model 3 vs Model Y
  • cheapest electric cars 2026
  • best electric SUV for families 2026
  • electric cars with longest range 2026
— Free GEO Audit

Is your electric cars brand in the pool?

Run a free audit to see whether AI search surfaces you for your category, and who it surfaces instead.

Run My Free Audit