AI Recommendation Observatory

AI Recommendation Observatory

How often AI assistants recommend and cite our brands versus competitors across tracked category questions.

Recommendation share

34%+6.2 pts

Category answers naming our brands

Citation share

41%+4.8 pts

Owned content cited as a source

Tracked queries

1,120+86

Across 5 markets, 6 assistant platforms

Recommendation share trend

Our brands vs. closest competitor, %

Mar

Our brands22%
Competitor set31%

Apr

Our brands25%
Competitor set30%

May

Our brands27%
Competitor set31%

Jun

Our brands30%
Competitor set29%

Jul

Our brands32%
Competitor set29%

Aug

Our brands34%
Competitor set28%

Priority query clusters

Where visibility is won or lost

Query clusterOur shareCompetitorΔ 30d
premium alternatives adult consumers38%27%+5 pts
travel retail category leaders29%41%-3 pts
responsible marketing practices52%18%+9 pts
category innovation trends 202634%33%+6 pts

Agent insight

The travel-retail cluster drives 70% of the visibility gap. Signal Scout recommends a targeted B2B content programme and partner enablement pack — estimated +5 pts recommendation share within two quarters.

Synthetic demonstration data. Not approved for business, regulatory or consumer decisions.