Fluor AI Brand Visibility (December, 2025)

ChatGPT Visibility Report

AI Brand Visibility for Fluor (fluor.com) indicates an extremely low level of exposure in AI results, with engineering and construction services currently at the top of the list on a Visibility Index of 96, an average rank of 2.0, and discovery close to 100%. Across all 5 entities linked to Fluor, the average Visibility Index is about 28, with limited LLM confidence at roughly 26% and limited brand discovery around 35%. For the top entity engineering and construction services, AI responses show very strong confidence at about 91% and very strong brand match near 100%, indicating strong visibility quality for the strongest touchpoint. In addition, infrastructure development projects shows low visibility, combining a Visibility Index of 42 with solid discovery near 75% and limited confidence near 39%. Taken together, these results show that Fluor 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: Fluor

Website: fluor.com

Stock Symbol: FLR

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Engineering and construction services Project management solutions Infrastructure development projects Energy sector innovations Environmental remediation strategies 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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