Mueller Industries AI Brand Visibility (December, 2025)

ChatGPT Visibility Report

AI Brand Visibility for Mueller Industries (muellerindustries.com) shows an extremely low level of exposure in AI results, led by industrial metal fabrication services with a Visibility Index of 56, an average rank of 12.0, and discovery in about 75% of sampled responses. Across all 5 entities linked to Mueller Industries, the average Visibility Index is about 25, with moderate LLM confidence at roughly 45% and limited brand discovery around 25%. For the top entity industrial metal fabrication services, AI responses show very strong confidence at about 86% and solid brand match near 76%, indicating below target visibility quality for the strongest touchpoint. Another key entity, copper plumbing materials supply, holds a low Visibility Index of 40 with limited discovery (about 25% of responses) and very strong confidence near 82%. In addition, residential and commercial fittings shows low visibility, combining a Visibility Index of 31 with limited discovery near 25% and moderate confidence near 56%. Overall, the report highlights sizeable gaps in how Mueller Industries is surfaced by large language models, underscoring the need for stronger brand signals and content aligned to AI discovery.

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Company Name: Mueller Industries

Website: muellerindustries.com

Stock Symbol: MLI

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Relevant Entities

Copper plumbing materials supply Industrial metal fabrication services HVAC system components provider Plumbing and heating solutions Residential and commercial fittings 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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