Ingredion

ChatGPT Visibility Report

AI Brand Visibility for Ingredion (ingredion.com) shows a solid, above-average level of exposure in AI results, led by sustainable plant-based ingredients with a Visibility Index of 99, an average rank of 1.0, and discovery in about 100% of sampled responses. Across all 5 entities linked to Ingredion, the average Visibility Index is about 74, with very strong LLM confidence at roughly 91% and very strong brand discovery around 85%. For the top entity sustainable plant-based ingredients, AI responses show very strong confidence at about 100% and very strong brand match near 100%, indicating strong visibility quality for the strongest touchpoint. Another key entity, food ingredient solutions provider, holds a strong Visibility Index of 96 with very strong discovery (about 100% of responses) and very strong confidence near 90%. In addition, texturizing and thickening agents shows below target visibility, combining a Visibility Index of 60 with solid discovery near 75% and very strong confidence near 95%. Taken as a whole, these findings give Ingredion a concrete view of where AI models recognise the brand today and where targeted improvements can deliver the most lift.

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Company Name: Ingredion

Website: ingredion.com

Stock Symbol: INGR

Sector: Food, Beverages & Tobacco Leaderboard

Industry: Food Production

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Relevant Entities

Food ingredient solutions provider Sustainable plant-based ingredients Texturizing and thickening agents Functional food formulation support Nutritional enhancement technologies See More Entities

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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.

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