Texas Roadhouse AI Brand Visibility (February, 2026)

ChatGPT Visibility Report

AI Brand Visibility for Texas Roadhouse (texasroadhouse.com) reflects a low but measurable level of exposure in AI results, where casual dining experience is the strongest entity with a Visibility Index of 93, typical rank around 5.0, and appearing in roughly 100% of AI replies. Across all 5 entities linked to Texas Roadhouse, the average Visibility Index is about 49, with moderate LLM confidence at roughly 52% and moderate brand discovery around 55%. For the top entity casual dining experience, AI responses show very strong confidence at about 82% and very strong brand match near 100%, indicating strong visibility quality for the strongest touchpoint. In addition, family-friendly restaurant atmosphere shows strong visibility, combining a Visibility Index of 92 with very strong discovery near 100% and very strong confidence near 80%. Hand-cut steaks and ribs also contributes to the brand’s footprint, with a Visibility Index of 62, solid discovery close to 75% and very strong confidence around 100%. Taken together, these results show that Texas Roadhouse 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: Texas Roadhouse

Website: texasroadhouse.com

Stock Symbol: TXRH

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Relevant Entities

Casual dining experience Hand-cut steaks and ribs Fresh-baked bread options Family-friendly restaurant atmosphere Southern-style comfort food 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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