MDU Resources Group AI Brand Visibility (February, 2026)

AI BRAND VISIBILITY CHART

ChatGPT Visibility Report

Executive Visibility Summary

AI Brand Visibility for MDU Resources Group (mdu.com) reflects an absence of AI visibility at this time, with all entities evaluated at zero for visibility, discovery, confidence and brand match. Until stronger brand signals and more diverse entities are introduced, results for MDU Resources Group should be interpreted as “not yet present” rather than underperforming.

AI BRAND ENTITY REPORT

Entity	Website	Rank (Avg)	LLM Confidence	Brand Appearance (SoV)	Brand Discovery	Brand Target	Brand Match
energy and utility services	mdu.com	0	0%	0/0 / (0%)	0%	0	0%

sustainable resource management	mdu.com	0	0%	0/0 / (0%)	0%	0	0%

infrastructure development solutions	mdu.com	0	0%	0/0 / (0%)	0%	0	0%

renewable energy initiatives	mdu.com	0	0%	0/0 / (0%)	0%	0	0%

environmental conservation efforts	mdu.com	0	0%	0/0 / (0%)	0%	0	0%

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Company Overview

Company Name: MDU Resources Group

Website: mdu.com

Stock Symbol: MDU

About:

MDU Resources Group delivers essential energy and construction services, supporting communities with reliable solutions that drive growth, sustainability, and efficiency across diverse industries nationwide.

AI Brand Visibility Targets

Relevant Entities

Energy and Utility Services
Sustainable Resource Management
Infrastructure Development Solutions
Renewable Energy Initiatives
Environmental Conservation Efforts

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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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