← Retail POS & Store Management ranking
Brand report · September 2026
Smile.io: AI Visibility Report
When buyers ask ChatGPT, Claude, and Gemini about retail pos & store management, Smile.io ranks #15 of 15, a Visibility Score of 3 in Retail POS & Store Management .
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.
Dead last in its only category, nearly invisible to AI buyers.
Where it wins. Smile.io does surface in Retail POS & Store Management conversations, which represents its entire AI footprint. The 4.2% mention rate at least keeps it inside the category rather than fully excluded.
Where it loses. Rank 15 of 15 with a score of 2.8 tells the real story: when AI models field POS buying questions, Smile.io lands at the bottom of every list. A 0% first-pick rate and absence from seven prompt themes including budget, enterprise, and feature-led asks means the models consistently reach for Lightspeed, Shopify POS, or Square before Smile.io becomes relevant.
AI-generated analysis of the September 2026 measurements.
ChatGPT 
Claude 
Gemini 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 Smile.io. 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 · Budget & alternatives
Share of Smile.io's mentions where the AI models name this brand in the same answer. That is the real competitive set in the AI channel.
Scores are measured from real AI answers, refreshed monthly. Methodology.
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