General Motors AI Brand Visibility (November, 2025)

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. Another key entity, automotive manufacturing excellence, holds a below target Visibility Index of 62 with solid discovery (about 75% of responses) and very strong confidence near 100%. In addition, advanced automotive technology shows below target visibility, combining a Visibility Index of 54 with solid discovery near 75% and solid confidence near 76%. Overall, the report highlights sizeable gaps in how General Motors is surfaced by large language models, underscoring the need for stronger brand signals and content aligned to AI discovery.

RankLens is one of the most accurate ways to measure AI Brand Visibility in large language models (LLMs). Backed by academic studies and patent-pending mathematical foundations, run a FREE report for your business and start improving your AI Visibility.

Create a Free AI Visibility Report

Company Name: General Motors

Website: gm.com

Stock Symbol: GM

---

About:

Relevant Entities

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

Edit & Schedule Reports

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

How many times the brand or website appears in the sampled responses out of total iterations.

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.

Explore Other AI Brand Visibility Reports

---

---

---

---

Contact Us if you own this business or if you would like to report a data issue.