AI Visibility Benchmark

MachMaster: your AI visibility benchmark

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

At a glance

MachMaster

Rank #263 / 180 answers

Citations

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

1.7%

View breakdown

Citations by Buyer journey
Buyer journey	MachMaster
Learn	0 / 39
Compare	0 / 54
Validate	1 / 33
Procure	0 / 33
Use	2 / 21

Citations by AI engine
AI engine	MachMaster
Perplexity	3 / 180
ChatGPT (OpenAI)	—
Google (AI Overviews)	—

MachMaster

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	MachMaster
Learn	0 / 39
Compare	0 / 54
Validate	0 / 33
Procure	0 / 33
Use	0 / 21

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

MachMaster

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.

Which component manufacturers help take PEEK robotics parts from prototypes to repeat production?

2 / 3

Perplexity · Citations

Which processors can prototype PEEK surgical instruments for testing?

1 / 3

Perplexity · Citations

1
Victrex
48.3%87 / 180
22 companies not shown
24
First Mold
2.2%4 / 180
24
HONY Engineering Plastics Limited
2.2%4 / 180
26
MachMasterCurrent company
1.7%3 / 180
26
Ming-Li Precision Steel Molds Co., Ltd.
1.7%3 / 180

What next?

Explore your market →
See the market leaderboard and explore more comparisons.
Learn about AI visibility →
Understand how buyers find companies through AI search.
How we increased AI visibility by 10x for a leading advanced materials manufacturer →
Making existing technical expertise more visible in Google Search and AI Overviews. 10× monthly Google impressions and 10× AI Overviews
Request a private briefing →
Explore the questions where competitors lead, the differences worth investigating, and where your team should focus next.

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.

MachMaster: your AI visibility benchmark

Citations

Brand mentions

Where MachMaster appears

Where MachMaster stands

Explore top PEEK comparisons

What next?