AI Visibility Benchmark

PANDA: your AI visibility benchmark

How you perform, where to focus, and what to do next.

At a glance

PANDA

Rank #272 / 180 answers

Citations

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

1.1%

View breakdown

Citations by Buyer journey
Buyer journey	PANDA
Learn	0 / 39
Compare	1 / 54
Validate	0 / 33
Procure	1 / 33
Use	0 / 21

Citations by AI engine
AI engine	PANDA
Perplexity	2 / 180
ChatGPT (OpenAI)	—
Google (AI Overviews)	—

PANDA

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

Rank #170 / 180 answers

Brand mentions

Answers that mention the company by name.

0.0%

View breakdown

Brand mentions by Buyer journey
Buyer journey	PANDA
Learn	0 / 39
Compare	0 / 54
Validate	0 / 33
Procure	0 / 33
Use	0 / 21

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

PANDA

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

Ranks among comparable companies in PEEK polymers.

When does injection moulding a PEEK aerospace component cost less than machining it from metal?

1 / 3

Perplexity · Citations

What change-notification and delivery commitments should a buyer request for repeat PEEK resin supply?

1 / 3

Perplexity · Citations

1
Victrex
48.3%87 / 180
23 companies not shown
24
HONY Engineering Plastics Limited
2.2%4 / 180
26
Ming-Li Precision Steel Molds Co., Ltd.
1.7%3 / 180
27
PANDACurrent company
1.1%2 / 180
28
Advanced EMC Technologies
0.6%1 / 180

What next?

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How we increased AI visibility by 10x for a leading advanced materials manufacturer →
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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.

PANDA: your AI visibility benchmark

Citations

Brand mentions

Where PANDA appears

Where PANDA stands

Explore top PEEK comparisons

What next?