Winnebago Industries AI Brand Visibility (December, 2025)

AI BRAND VISIBILITY CHART

ChatGPT Visibility Report

Executive Visibility Summary

AI Brand Visibility for Winnebago Industries (winnebagoind.com) reflects an extremely low level of exposure in AI results, where recreational vehicle manufacturing is the strongest entity with a Visibility Index of 41, typical rank around 3.0, and appearing in roughly 25% of AI replies. Across all 5 entities linked to Winnebago Industries, the average Visibility Index is about 8, with very limited LLM confidence at roughly 17% and very limited brand discovery around 5%. For the top entity recreational vehicle manufacturing, AI responses show very strong confidence at about 85% and very strong brand match near 100%, indicating low visibility quality for the strongest touchpoint. Overall, the report highlights sizeable gaps in how Winnebago Industries is surfaced by large language models, underscoring the need for stronger brand signals and content aligned to AI discovery.

AI BRAND ENTITY REPORT

Entity	Website	Rank (Avg)	LLM Confidence	Brand Appearance (SoV)	Brand Discovery	Brand Target	Brand Match
recreational vehicle manufacturing	winnebagoind.com	3	85%	1/4 / (1.25%)	25%	13	100%

outdoor adventure transportation	winnebagoind.com	0	0%	0/0 / (0%)	0%	0	0%

rv travel and camping	winnebagoind.com	0	0%	0/0 / (0%)	0%	0	0%

customizable motorhome solutions	winnebagoind.com	0	0%	0/0 / (0%)	0%	0	0%

mobile living design innovation	winnebagoind.com	0	0%	0/0 / (0%)	0%	0	0%

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Company Overview

Company Name: Winnebago Industries

Website: winnebagoind.com

Stock Symbol: WGO

About:

Winnebago Industries crafts quality recreational vehicles, supporting memorable travel experiences with innovative design, dependable performance, and customer-focused service for adventurers across North America.

AI Brand Visibility Targets

Relevant Entities

Recreational vehicle manufacturing
Outdoor adventure transportation
RV travel and camping
Customizable motorhome solutions
Mobile living design innovation

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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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