Coca-Cola AI Brand Visibility (December, 2025)

ChatGPT Visibility Report

AI Brand Visibility for Coca-Cola (coca-colacompany.com) reflects an extremely low level of exposure in AI results, where carbonated refreshment products is the strongest entity with a Visibility Index of 62, typical rank around 1.0, and appearing in roughly 75% of AI replies. Across all 5 entities linked to Coca-Cola, the average Visibility Index is about 28, with moderate LLM confidence at roughly 47% and limited brand discovery around 35%. For the top entity carbonated refreshment products, AI responses show very strong confidence at about 100% and very strong brand match near 100%, indicating below target visibility quality for the strongest touchpoint. Soft drink beverage industry also contributes to the brand’s footprint, with a Visibility Index of 47, moderate discovery close to 50% and very strong confidence around 92%. Another key entity, global beverage distribution network, holds a low Visibility Index of 31 with moderate discovery (about 50% of responses) and moderate confidence near 45%. In summary, Coca-Cola 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: Coca-Cola

Website: coca-colacompany.com

Stock Symbol: KO

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Relevant Entities

Soft drink beverage industry Carbonated refreshment products Global beverage distribution network Marketing and advertising strategies Sustainable production practices 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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