General Motors AI Brand Visibility (January, 2026)

ChatGPT Visibility Report

AI Brand Visibility for General Motors (gm.com) points to a low but measurable level of exposure in AI results, with electric vehicle innovation leading AI exposure on a Visibility Index of 94, an average rank of 2.0, and appearing in around 100% of measured iterations. Across all 5 entities linked to General Motors, the average Visibility Index is about 42, with moderate LLM confidence at roughly 52% and moderate brand discovery around 50%. For the top entity electric vehicle innovation, AI responses show very strong confidence at about 85% and very strong brand match near 100%, indicating strong visibility quality for the strongest touchpoint. Automotive manufacturing excellence also contributes to the brand’s footprint, with a Visibility Index of 62, solid discovery close to 75% and very strong confidence around 100%. Another key entity, advanced automotive technology, holds a below target Visibility Index of 54 with solid discovery (about 75% of responses) and solid confidence near 76%. In summary, General Motors 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: General Motors

Website: gm.com

Stock Symbol: GM

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Relevant Entities

Electric vehicle innovation Sustainable transportation solutions Advanced automotive technology Autonomous driving development Automotive manufacturing excellence 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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