← Restaurant POS & Management ranking
Brand report · September 2026When 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.
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.
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).
Share of each theme's answers that mention Toast. Hover a row for the exact prompt. Compare shapes on the head-to-head page.
Gaps Enterprise pick
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.
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).
Share of each theme's answers that mention Toast. Hover a row for the exact prompt. Compare shapes on the head-to-head page.
Gaps Use-case fit · Startup & small team · Enterprise pick · Feature-led ask
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.
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).
Share of each theme's answers that mention Toast. Hover a row for the exact prompt. Compare shapes on the head-to-head page.
Gaps Use-case fit · Enterprise pick · Feature-led ask · If you could pick one · Budget & alternatives
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.
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).
Share of each theme's answers that mention Toast. Hover a row for the exact prompt. Compare shapes on the head-to-head page.
Gaps Best overall · Top tools in 2026 · Startup & small team · Enterprise pick · Feature-led ask · If you could pick one
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.
Head-to-head: Toast vs Square
Scores are measured from real AI answers, refreshed monthly. Methodology.
We rerun the index every month. Drop your email and pick what to watch in Restaurant POS & Management: the whole category or specific brands. Free, unsubscribe anytime.