AI Visibility Benchmark

How Aria Polymer compares with Charming

Aria Polymer was cited in 1 of 180 answers about Masterbatch, compared with 38 for Charming. The gap was widest on questions about using and processing the material or product, with Charming cited more often.

At a glance

Aria Polymer

Charming

Rank #321 / 180 answers

Rank #138 / 180 answers

Citations

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

0.6%

21.1%

View breakdown

Citations by Buyer journey
Buyer journey	Aria Polymer	Charming
Learn	0 / 15	3 / 15
Compare	1 / 72	22 / 72
Validate	0 / 36	1 / 36
Procure	0 / 21	0 / 21
Use	0 / 36	12 / 36

Citations by AI engine
AI engine	Aria Polymer	Charming
Perplexity	1 / 180	38 / 180
ChatGPT (OpenAI)	—	—
Google (AI Overviews)	—	—

Aria PolymerCharming

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

Rank #160 / 180 answers

Rank #180 / 180 answers

Brand mentions

Answers that mention the company by name.

0.0%

View breakdown

Brand mentions by Buyer journey
Buyer journey	Aria Polymer	Charming
Learn	0 / 15	0 / 15
Compare	0 / 72	0 / 72
Validate	0 / 36	0 / 36
Procure	0 / 21	0 / 21
Use	0 / 36	0 / 36

Brand mentions by AI engine
AI engine	Aria Polymer	Charming
Perplexity	0 / 180	0 / 180
ChatGPT (OpenAI)	—	—
Google (AI Overviews)	—	—

Aria PolymerCharming

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

Ranks among comparable companies in Masterbatch.

No stronger question examples were returned in this sample.

Where could Aria Polymer improve?

Discuss where Aria Polymer appears, where competitors lead, and which buyer questions to prioritise.Request a private briefing

How do masterbatch dosing requirements differ between extrusion and injection moulding?

3 / 3

0 / 3

Perplexity · Citations

How should I compare masterbatch cost at the recommended let-down ratio?

3 / 3

0 / 3

Perplexity · Citations

How can masterbatch dosing affect the appearance of injection-moulded automotive parts?

3 / 3

0 / 3

Perplexity · Citations

+17 other questions

Where Charming 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 Aria Polymer compares with Charming

Citations

Brand mentions

Where Aria Polymer leads

Where Charming leads

Explore Masterbatch competitor comparisons

What next?