Molson Coors Beverage AI Brand Visibility (February, 2026)

ChatGPT Visibility Report

AI Brand Visibility for Molson Coors Beverage (molsoncoors.com) shows an extremely low level of exposure in AI results, led by beverage manufacturing and distribution with a Visibility Index of 89, an average rank of 5.0, and discovery in about 100% of sampled responses. Across all 5 entities linked to Molson Coors Beverage, the average Visibility Index is about 28, with limited LLM confidence at roughly 28% and limited brand discovery around 35%. For the top entity beverage manufacturing and distribution, AI responses show solid confidence at about 69% and solid brand match near 72%, indicating above average visibility quality for the strongest touchpoint. Another key entity, sustainable brewing practices initiative, holds a below target Visibility Index of 52 with solid discovery (about 75% of responses) and solid confidence near 71%. In summary, Molson Coors Beverage has limited current reach inside AI systems, making this a baseline from which to track gains as optimization work is rolled out.

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Company Name: Molson Coors Beverage

Website: molsoncoors.com

Stock Symbol: TAP

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Relevant Entities

Beverage Manufacturing and Distribution Alcoholic Drink Production Process Sustainable Brewing Practices Initiative Global Beer Market Trends Packaging Innovations in Beverages See More Entities

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RankLens measures how visible a brand is inside large language models (LLMs). It runs controlled sampling of AI responses, tracks where and how often your brand is mentioned, and normalizes the results into a Visibility Index so you can benchmark and track AI brand presence over time. RankLens is based on Entity-Conditioned Probing + Resampling principles.

Rank (Avg)

Average ranking position of the entity across all sampling iterations (lower is better).

LLM Confidence

The normalized confidence score the LLM reports for its answers including your brand.

Brand Appearance (SoV)

How many times the brand or website appears in the sampled responses out of total iterations. Share of Voice (SoV): % of all responses the AI assigned to a brand compared to all other brands.

Brand Discovery

The probability (as a percentage) that the brand appears in an LLM response for the tested entities.

Brand Target

A normalized measure based on confidence interval width showing how tightly focused the LLM responses are on the brand.

Brand Match

Accuracy of matching the results to the intended brand name or website.

Visibility Index

An overall score out of 100 combining probability, confidence, and targeting to summarize AI brand visibility.

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