Toll Brothers AI Brand Visibility (March, 2026)

ChatGPT Visibility Report

AI Brand Visibility for Toll Brothers (tollbrothers.com) points to a low but measurable level of exposure in AI results, with custom residential design options leading AI exposure on a Visibility Index of 83, an average rank of 310.0, and appearing in around 100% of measured iterations. Across all 5 entities linked to Toll Brothers, the average Visibility Index is about 36, with moderate LLM confidence at roughly 44% and moderate brand discovery around 40%. For the top entity custom residential design options, AI responses show moderate confidence at about 50% and very strong brand match near 100%, indicating above average visibility quality for the strongest touchpoint. Luxury home construction services also contributes to the brand’s footprint, with a Visibility Index of 62, solid discovery close to 75% and very strong confidence around 100%. High-end real estate development also contributes to the brand’s footprint, with a Visibility Index of 36, limited discovery close to 25% and solid confidence around 72%. Taken together, these results show that Toll Brothers 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: Toll Brothers

Website: tollbrothers.com

Stock Symbol: TOL

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Relevant Entities

Luxury home construction services Custom residential design options High-end real estate development New urban community planning Upscale housing market trends 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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