Three-or-four-engine agreement was 23.7% in rural markets versus 12.5% in very-high-density markets.
DensestRural
What this measures
Three-or-four-engine agreement was 23.7% in rural markets versus 12.5% in very-high-density markets.
Agreement here means at least three engines chose the same first-ranked business, not unanimous agreement. Density band definitions and per-cell case counts were not published.
Where this number comes from
Read Finding 02 in the reportFinding 02, Figure 3Four AIs, one question, four different answers| Densest | 12.5% |
|---|---|
| Rural | 23.7% |
Rural markets reached 23.7 percent agreement overall. Very-high-density markets reached 12.5 percent.
- Measurement period
- February–August 2026
- Source verified
- · next review
Applies to
More from this report
- 40%The highest-rated business in an AI returned list ranked first only 40% of the time.
- 91%The winning business’s own website was cited in 91% of unanimous top-pick cases.
- 2.9×The report associates location pages with a 2.9× relative lift in being named by AI.
- 4%All four AI engines selected the same first-ranked local business in 4% of shared query-market cases.