RankLens AI Brand Visibility Report

Hershey

HSY Food, Beverages & Tobacco Leaderboard Food Consumer Products thehersheycompany.com August, 2026

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Visibility Index

25%

Brand Discovery

Entities Tested

33%

Brand Match

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Executive Visibility Summary

AI Brand Visibility for Hershey (thehersheycompany.com) indicates an extremely low level of exposure in AI results, with seasonal candy promotions currently at the top of the list on a Visibility Index of 95, an average rank of 4.0, and discovery close to 100%. Across all 5 entities linked to Hershey, the average Visibility Index is about 23, with limited LLM confidence at roughly 23% and limited brand discovery around 25%. For the top entity seasonal candy promotions, AI responses show very strong confidence at about 88% and solid brand match near 77%, indicating strong visibility quality for the strongest touchpoint. In addition, sweet treats and desserts shows extremely low visibility, combining a Visibility Index of 21 with limited discovery near 25% and limited confidence near 26%. Taken together, these results show that Hershey is still early in its AI visibility journey and will benefit from focused initiatives to increase recognition in model responses.

AI BRAND ENTITY REPORT

Entity	Website	Rank (Avg)	LLM Confidence	Brand Appearance (SoV)	Brand Discovery	Brand Target	Brand Match
chocolate confectionery products	thehersheycompany.com	0	0%	0/0 / (0%)	0%	0	0%

snack food industry trends	thehersheycompany.com	0	0%	0/0 / (0%)	0%	0	0%

seasonal candy promotions	thehersheycompany.com	4	88%	4/4 / (5%)	100%	100	77%

sustainable sourcing practices	thehersheycompany.com	0	0%	0/0 / (0%)	0%	0	0%

sweet treats and desserts	thehersheycompany.com	19	26%	1/4 / (1.25%)	25%	13	87%

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Company Overview

Company Name: Hershey

Website: thehersheycompany.com

Stock Symbol: HSY

Sector: Food, Beverages & Tobacco Leaderboard

Industry: Food Consumer Products

About:

Hershey crafts chocolate experiences that inspire moments of joy. Every product reflects quality, trusted heritage, and a dedication to delighting customers worldwide with distinct flavors.

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Relevant Entities

Chocolate confectionery products
Snack food industry trends
Seasonal candy promotions
Sustainable sourcing practices
Sweet treats and desserts

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About RankLens

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.

Metric Definitions

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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