Oshkosh AI Brand Visibility (February, 2026)

ChatGPT Visibility Report

AI Brand Visibility for Oshkosh (oshkoshcorp.com) indicates an extremely low level of exposure in AI results, with heavy-duty vehicle manufacturing currently at the top of the list on a Visibility Index of 90, an average rank of 15.0, and discovery close to 100%. Across all 5 entities linked to Oshkosh, the average Visibility Index is about 18, with very limited LLM confidence at roughly 15% and limited brand discovery around 20%. For the top entity heavy-duty vehicle manufacturing, AI responses show solid confidence at about 73% and moderate brand match near 53%, indicating strong visibility quality for the strongest touchpoint. Taken together, these results show that Oshkosh is still early in its AI visibility journey and will benefit from focused initiatives to increase recognition in model responses.

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: Oshkosh

Website: oshkoshcorp.com

Stock Symbol: OSK

---

About:

Relevant Entities

Heavy-duty vehicle manufacturing Specialty transportation equipment Defense and emergency vehicles Commercial truck solutions Construction industry machinery 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 (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.

Explore Other AI Brand Visibility Reports

---

---

---

---

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