RankLens AI Brand Visibility Report

Brown-Forman

BFB Food, Beverages & Tobacco Leaderboard Beverages brown-forman.com August, 2026
Run Latest Report
49
Visibility Index
60%
Brand Discovery
5
Entities Tested
62%
Brand Match
AI BRAND VISIBILITY CHART

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Executive Visibility Summary

AI Brand Visibility for Brown-Forman (brown-forman.com) reflects a low but measurable level of exposure in AI results, where distilled spirits production techniques is the strongest entity with a Visibility Index of 97, typical rank around 4.0, and appearing in roughly 100% of AI replies. Across all 5 entities linked to Brown-Forman, the average Visibility Index is about 49, with moderate LLM confidence at roughly 45% and solid brand discovery around 60%. For the top entity distilled spirits production techniques, AI responses show very strong confidence at about 94% and solid brand match near 72%, indicating strong visibility quality for the strongest touchpoint. Global beverage alcohol industry also contributes to the brand’s footprint, with a Visibility Index of 76, very strong discovery close to 100% and limited confidence around 31%. In addition, sustainable sourcing practices in distilling shows below target visibility, combining a Visibility Index of 51 with solid discovery near 75% and solid confidence near 67%. Overall, the report highlights sizeable gaps in how Brown-Forman is surfaced by large language models, underscoring the need for stronger brand signals and content aligned to AI discovery.

AI BRAND ENTITY REPORT
Entity Website Rank (Avg) LLM Confidence Brand Appearance (SoV) Brand Discovery Brand Target Brand Match Visibility Index
distilled spirits production techniques brown-forman.com 4 94% 4/4 / (5%) 100% 100 72%
quality whiskey aging process brown-forman.com 19 33% 1/4 / (1.25%) 25% 13 72%
global beverage alcohol industry brown-forman.com 7 31% 4/4 / (5%) 100% 100 84%
innovative flavor development strategies brown-forman.com 0 0% 0/0 / (0%) 0% 0 0%
sustainable sourcing practices in distilling brown-forman.com 5 67% 3/4 / (3.75%) 75% 13 84%
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