AI Visibility Benchmark

How GRAFE compares with Dow Inc.

GRAFE was cited in 2 of 300 answers about Masterbatch, compared with 6 for Dow Inc..

At a glance

GRAFE Dow Inc.

Rank #132 / 300 answers

Rank #96 / 300 answers

Citations

Answers that link to a company-owned website as a source.

0.7%

2.0%

View breakdown

Citations by Buyer journey
Buyer journey	GRAFE	Dow Inc.
Learn	0 / 25	0 / 25
Compare	1 / 120	2 / 120
Validate	0 / 60	2 / 60
Procure	1 / 35	0 / 35
Use	0 / 60	2 / 60

Citations by AI engine
AI engine	GRAFE	Dow Inc.
Perplexity	0 / 180	3 / 180
ChatGPT (OpenAI)	1 / 60	2 / 60
Google (AI Overviews)	1 / 60	1 / 60

GRAFEDow Inc.

Answers are measured for each company at each stage. Missing data is excluded from the calculations and charts.

Rank #97 / 300 answers

Rank #83 / 300 answers

Brand mentions

Answers that mention the company by name.

2.3%

1.0%

View breakdown

Brand mentions by Buyer journey
Buyer journey	GRAFE	Dow Inc.
Learn	0 / 25	0 / 25
Compare	2 / 120	1 / 120
Validate	0 / 60	1 / 60
Procure	4 / 35	0 / 35
Use	1 / 60	1 / 60

Brand mentions by AI engine
AI engine	GRAFE	Dow Inc.
Perplexity	2 / 180	1 / 180
ChatGPT (OpenAI)	2 / 60	2 / 60
Google (AI Overviews)	3 / 60	0 / 60

GRAFEDow Inc.

Answers are measured for each company at each stage. Missing data is excluded from the calculations and charts.

Ranks among comparable companies in Masterbatch.

Which manufacturers produce colour masterbatch in the European Union?

2 / 3

D0 / 3

Perplexity · Brand mentionsMentions

Which masterbatch manufacturers support colour matching for recycled plastics?

1 / 1

D0 / 1

Google (AI Overviews) · Brand mentionsMentions

+2 other questions

Where GRAFE has more appearances on at least one measured platform or measure.Request to see more

What are the benefits of masterbatch in cable-jacket manufacturing?

D1 / 1

0 / 1

Google (AI Overviews) · Citations

How do carbon-black and UV-stabiliser masterbatches compare for outdoor PE cable jackets?

D1 / 1

0 / 1

ChatGPT (OpenAI) · Citations

+3 other questions

Where Dow Inc. has more appearances on at least one measured platform or measure.Request to see more

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About the research

Each market was measured separately using market-specific questions across the buyer journey. Data was collected between 5–9 October 2026 using English-language prompts targeting the US geography across Google AI Overviews, ChatGPT and Perplexity. Results from repeated runs were pooled; citations and brand mentions were calculated separately. Missing responses were excluded, and comparisons include only engines with measurements for both companies.

In total, 60 questions across 6 markets were run (360 questions), producing approximately 1,900 responses and identifying 1,852 companies. The “who leads where” prompts shown are a subset of this research data.

All results underwent human review before publication. This is not an exhaustive market ranking. For methodology questions, or to report an issue with the data or report, please contact stefan.finch@graph.uk.

How GRAFE compares with Dow Inc.

Citations

Brand mentions

Where GRAFE leads

Where Dow Inc. leads

Explore top Masterbatch comparisons

What next?