AI Visibility Benchmark

MFG SOLUTION: your AI visibility benchmark

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

At a glanceMFG SOLUTION

Rank #302 / 166 answers

Citations

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

1.2%

View breakdown

Citations by Buyer journey
Buyer journey	MFG SOLUTION
Learn	0 / 36
Compare	2 / 52
Validate	0 / 31
Procure	0 / 28
Use	0 / 19

Citations by AI engine
AI engine	MFG SOLUTION
Perplexity	—
ChatGPT (OpenAI)	—
Google (AI Overviews)	2 / 166

MFG SOLUTION

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

Rank #200 / 166 answers

Brand mentions

Answers that mention the company by name.

0.0%

View breakdown

Brand mentions by Buyer journey
Buyer journey	MFG SOLUTION
Learn	0 / 36
Compare	0 / 52
Validate	0 / 31
Procure	0 / 28
Use	0 / 19

Brand mentions by AI engine
AI engine	MFG SOLUTION
Perplexity	—
ChatGPT (OpenAI)	—
Google (AI Overviews)	0 / 166

MFG SOLUTION

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?

M1 / 3

Google (AI Overviews) · Citations

What materials should medical device designers consider when replacing metal?

M1 / 3

Google (AI Overviews) · Citations

1
Victrex
30.7%51 / 166
27 companies not shown
26
Quanda Plastic
1.8%3 / 166
30
AFT Fluorotec
1.2%2 / 166
30
MFG SOLUTIONCurrent company
1.2%2 / 166
32
First Mold
0.6%1 / 166

What next?

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Making existing technical expertise more visible in Google Search and AI Overviews. 10× monthly Google impressions and 10× AI Overviews
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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.

MFG SOLUTION: your AI visibility benchmark

Citations

Brand mentions

Where MFG SOLUTION appears

Where MFG SOLUTION stands

Explore top PEEK comparisons

What next?