AI Visibility
measured65/100
Frequently Cited · in Hospitality & Restaurants
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals58/100
Some gaps
Avg Prompt Score
86
across 568 prompts
AI Share of Voice
86%
across 568 prompts
Critical Issues
5
critical + high
Shortlist Position
14/35
Challenger · Hospitality Restaurants Discovery
How AI Visibility breaks down
in Hospitality & Restaurants
Composite = 50% coverage + 30% engine breadth + 20% position, measured in the brand's strongest category. Position and citation depth join the score once the aggregation pipeline captures them. This is the measured Visibility score — separate from AEO Readiness, which scores fundamentals.
Per-stage performance
Cited rate · share of voice · engine consensus · sentiment, broken out by buyer-journey stage. Sentiment is the net positive−negative skew across engines that cited the brand at this stage.
Categories Toast is visible in
1Your visibility gap
Toast surfaces in 14/35 Hospitality Restaurants discovery prompts. Claim this profile to see which 21 prompts you're missing and how to win them.
Executive summary
Toast is already cited by AI for several hospitality restaurant operations queries (reservations, inventory tracking, customer feedback, billing/invoicing, and customer preference analysis), and it has strong third-party authority signals like a large G2 review footprint and a public pricing page. The biggest AI citation risk is evaluation-stage coverage for hospitality/hotel-specific workflows (staff scheduling, guest check-in, event bookings, employee training, reputation monitoring, and catering logistics), which are currently missing from the brand’s cited surfaces.
Based on audit of toasttab.com · Apr 27, 2026