RankLens AI Brand Visibility Report

Whirlpool

WHR Industrials Leaderboard Electronics, Electrical Equip. whirlpoolcorp.com July, 2026

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Visibility Index

20%

Brand Discovery

Entities Tested

20%

Brand Match

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Executive Visibility Summary

AI Brand Visibility for Whirlpool (whirlpoolcorp.com) points to an extremely low level of exposure in AI results, with energy-efficient kitchen appliances leading AI exposure on a Visibility Index of 96, an average rank of 3.0, and appearing in around 100% of measured iterations. Across all 5 entities linked to Whirlpool, the average Visibility Index is about 19, with very limited LLM confidence at roughly 18% and limited brand discovery around 20%. For the top entity energy-efficient kitchen appliances, AI responses show very strong confidence at about 91% and very strong brand match near 100%, indicating strong visibility quality for the strongest touchpoint. Taken together, these results show that Whirlpool 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
home appliance manufacturing solutions	whirlpoolcorp.com	0	0%	0/0 / (0%)	0%	0	0%

energy-efficient kitchen appliances	whirlpoolcorp.com	3	91%	4/4 / (5%)	100%	100	100%

innovative laundry technology systems	whirlpoolcorp.com	0	0%	0/0 / (0%)	0%	0	0%

smart home device integration	whirlpoolcorp.com	0	0%	0/0 / (0%)	0%	0	0%

sustainable product design practices	whirlpoolcorp.com	0	0%	0/0 / (0%)	0%	0	0%

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Company Overview

Company Name: Whirlpool

Website: whirlpoolcorp.com

Stock Symbol: WHR

Sector: Industrials Leaderboard

Industry: Electronics, Electrical Equip.

About:

Whirlpool delivers reliable home appliances designed for everyday convenience, offering smart innovation and efficient performance to simplify household tasks while supporting lasting comfort in modern living.

AI Brand Visibility Targets

Relevant Entities

Home appliance manufacturing solutions
Energy-efficient kitchen appliances
Innovative laundry technology systems
Smart home device integration
Sustainable product design practices

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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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