CF Industries Holdings AI Brand Visibility (February, 2026)

AI BRAND VISIBILITY CHART

ChatGPT Visibility Report

Executive Visibility Summary

AI Brand Visibility for CF Industries Holdings (cfindustries.com) points to an extremely low level of exposure in AI results, with nitrogen fertilizer production processes leading AI exposure on a Visibility Index of 62, an average rank of 1.0, and appearing in around 75% of measured iterations. Across all 5 entities linked to CF Industries Holdings, the average Visibility Index is about 22, with limited LLM confidence at roughly 31% and limited brand discovery around 30%. For the top entity nitrogen fertilizer production processes, AI responses show very strong confidence at about 100% and solid brand match near 74%, indicating below target visibility quality for the strongest touchpoint. Crop nutrient management solutions also contributes to the brand’s footprint, with a Visibility Index of 48, solid discovery close to 75% and moderate confidence around 57%. Overall, the report highlights sizeable gaps in how CF Industries Holdings 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
nitrogen fertilizer production processes	cfindustries.com	1	100%	3/4 / (3.75%)	75%	13	74%

sustainable agricultural practices	cfindustries.com	0	0%	0/0 / (0%)	0%	0	0%

crop nutrient management solutions	cfindustries.com	9	57%	3/4 / (3.75%)	75%	13	74%

environmental impact reduction strategies	cfindustries.com	0	0%	0/0 / (0%)	0%	0	0%

global food security initiatives	cfindustries.com	0	0%	0/0 / (0%)	0%	0	0%

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Company Overview

Company Name: CF Industries Holdings

Website: cfindustries.com

Stock Symbol: CF

About:

CF Industries Holdings delivers reliable fertilizer solutions, supporting agriculture worldwide. The company prioritizes sustainability while driving productivity and growth in the global food supply chain.

AI Brand Visibility Targets

Relevant Entities

Nitrogen fertilizer production processes
Sustainable agricultural practices
Crop nutrient management solutions
Environmental impact reduction strategies
Global food security initiatives

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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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