Middleby

ChatGPT Visibility Report

AI Brand Visibility for Middleby (middleby.com) shows an extremely low level of exposure in AI results, led by automated food preparation machinery with a Visibility Index of 56, an average rank of 1.0, and discovery in about 75% of sampled responses. Across all 5 entities linked to Middleby, the average Visibility Index is about 16, with limited LLM confidence at roughly 24% and limited brand discovery around 20%. For the top entity automated food preparation machinery, AI responses show very strong confidence at about 83% and moderate brand match near 57%, indicating below target visibility quality for the strongest touchpoint. In addition, cooking and refrigeration systems shows extremely low visibility, combining a Visibility Index of 25 with limited discovery near 25% and limited confidence near 38%. Taken together, these results show that Middleby is still early in its AI visibility journey and will benefit from focused initiatives to increase recognition in model responses.

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Company Name: Middleby

Website: middleby.com

Stock Symbol: MIDD

Sector: Industrials Leaderboard

Industry: Industrial Machinery

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Relevant Entities

Commercial kitchen equipment solutions Foodservice technology innovation Cooking and refrigeration systems Automated food preparation machinery Energy-efficient cooking appliances 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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