Benchmark Electronics AI Brand Visibility (February, 2026)

ChatGPT Visibility Report

AI Brand Visibility for Benchmark Electronics (bench.com) shows an extremely low level of exposure in AI results, led by online bookkeeping platform with a Visibility Index of 88, an average rank of 9.0, and discovery in about 100% of sampled responses. Across all 5 entities linked to Benchmark Electronics, the average Visibility Index is about 25, with limited LLM confidence at roughly 24% and limited brand discovery around 30%. For the top entity online bookkeeping platform, AI responses show solid confidence at about 67% and solid brand match near 71%, indicating above average visibility quality for the strongest touchpoint. In addition, small business financial tools shows low visibility, combining a Visibility Index of 35 with moderate discovery near 50% and moderate confidence near 55%. In summary, Benchmark Electronics has limited current reach inside AI systems, making this a baseline from which to track gains as optimization work is rolled out.

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Company Name: Benchmark Electronics

Website: bench.com

Stock Symbol: BHE

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Relevant Entities

Financial management solutions Accounting software services Online bookkeeping platform Small business financial tools Tax preparation assistance 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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