[unCited]
ProductCitation IndexAI InfluenceBlogBook
[unCited]/Toast
ProductCitation IndexAI InfluenceBlogBook
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AEO Score

58

Growing Presence

Avg Prompt Score

85

across 539 prompts

AI Share of Voice

85%

across 539 prompts

Category Visibility

#1

in Hospitality & Restaurants · of 57

Critical Issues

5

critical + high

Shortlist Position

14/35

Challenger · Hospitality Restaurants Discovery

Per-stage performance

🔍Discovery
414 category
Cited94%389/414
Share of voice89%avg
Engine consensus65%of engines
Competitors4.4avg/cited
Sentiment—no data
⚖️Evaluation
7 brand-level
Cited100%7/7
Share of voice90%avg
Engine consensus90%of engines
Competitors2.1avg/cited
Sentiment—no data
🛡️Trust
5 brand-level
Cited100%5/5
Share of voice100%avg
Engine consensus100%of engines
Competitors4.0avg/cited
Sentiment—no data
💰Conversion
5 brand-level
Cited100%5/5
Share of voice100%avg
Engine consensus100%of engines
Competitors3.0avg/cited
Sentiment—no data

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

1
  • Hospitality & Restaurants1 of 57→

Your 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.

Claim Toast →

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

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