Thunderdome B2B SaaS AI Visibility Index

← Restaurant POS & Management ranking

Brand report · September 2026

Toast Toast: AI Visibility Report

toasttab.com ↗

When buyers ask ChatGPT, Claude, and Gemini about restaurant pos & management, Toast ranks #1 of 15, a Visibility Score of 85 in Restaurant POS & Management (and appears in 4 categories of the index).

These rankings are measured from what the three models know from training, not a live web search. The live-web grounded surface is rolling out across the index. Methodology.

How AI sees Toast

Toast owns restaurant POS; everything else is background noise.

Where it wins. In Restaurant POS and Management, Toast lands the top rank among 15 competitors with a 69% mention rate and holds the first-pick slot half the time, a combination no rival in that category matches.

Where it loses. Outside its core, Toast barely registers: Catering ranks 13th with an 8% mention rate and zero first picks, while Winery and Brewery sits 14th, missing from six of the prompt themes AI models use most when buyers evaluate specialized software.

AI-generated analysis of the September 2026 measurements.

Restaurant POS & Management · #1 of 15

85 / 100 flat vs last month
88%
mention rate (72 answers)
1
avg. position
67%
first pick
19%
share of voice
84.3Aug 2026Aug 2026: 84.384.9Sep 2026Sep 2026: 84.9
ChatGPT
86
Claude
85
Gemini
84

How the models portray Toast

Being named is not the same as being recommended. Each mention is graded endorsed (a strong pick), listed (a neutral option), or caveated (named with a reservation).

78% 16%
endorsed · 95% band 66–86% listed caveated graded across 63 mentions in Restaurant POS & Management answers
Prompt themes Toast would want to own

Share of each theme's answers that mention Toast. Hover a row for the exact prompt. Compare shapes on the head-to-head page.

Best overall
9/9 · #1×9
Use-case fit
9/9 · #1×9
Top tools in 2026
9/9 · #1×9
Feature-led ask
9/9 · #1×9
If you could pick one
9/9 · #1×9
Budget & alternatives
9/9 · #1×3

Gaps Enterprise pick

Most co-mentioned competitors

Share of Toast's mentions where the AI models name this brand in the same answer. That is the real competitive set in the AI channel.

Square
92%
Lightspeed Restaurant
73%
Clover
49%
TouchBistro
48%
SpotOn
24%
Revel Systems
19%

Head-to-head: Toast vs Square

Scores are measured from real AI answers, refreshed monthly. Methodology.

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