Oshkosh AI Brand Visibility (December, 2025)

AI BRAND VISIBILITY CHART

ChatGPT Visibility Report

Executive Visibility Summary

AI Brand Visibility for Oshkosh (oshkoshcorp.com) shows an extremely low level of exposure in AI results, led by heavy-duty vehicle manufacturing with a Visibility Index of 90, an average rank of 15.0, and discovery in about 100% of sampled responses. 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. In summary, Oshkosh has limited current reach inside AI systems, making this a baseline from which to track gains as optimization work is rolled out.

AI BRAND ENTITY REPORT

Entity	Website	Rank (Avg)	LLM Confidence	Brand Appearance (SoV)	Brand Discovery	Brand Target	Brand Match
heavy-duty vehicle manufacturing	oshkoshcorp.com	15	73%	4/4 / (5%)	100%	100	53%

specialty transportation equipment	oshkoshcorp.com	0	0%	0/0 / (0%)	0%	0	0%

defense and emergency vehicles	oshkoshcorp.com	0	0%	0/0 / (0%)	0%	0	0%

commercial truck solutions	oshkoshcorp.com	0	0%	0/0 / (0%)	0%	0	0%

construction industry machinery	oshkoshcorp.com	0	0%	0/0 / (0%)	0%	0	0%

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Company Overview

Company Name: Oshkosh

Website: oshkoshcorp.com

Stock Symbol: OSK

About:

Oshkosh delivers reliable, high-quality solutions for families seeking durable clothing and gear. Experience value-driven products crafted to support comfort, safety, and everyday adventure.

AI Brand Visibility Targets

Relevant Entities

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

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About RankLens

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.

Metric Definitions

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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