AI Visibility Benchmark

How Upland Fab compares with AFT Fluorotec

Upland Fab was cited in 3 of 166 answers about PEEK polymers, compared with 2 for AFT Fluorotec. The gap was widest on questions about checking performance and suitability, with Upland Fab cited more often.

At a glance

Upland Fab

AFT Fluorotec

Rank #263 / 166 answers

Rank #302 / 166 answers

Citations

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

1.8%

1.2%

View breakdown

Citations by Buyer journey
Buyer journey	Upland Fab	AFT Fluorotec
Learn	0 / 36	1 / 36
Compare	1 / 52	0 / 52
Validate	2 / 31	1 / 31
Procure	0 / 28	0 / 28
Use	0 / 19	0 / 19

Citations by AI engine
AI engine	Upland Fab	AFT Fluorotec
Perplexity	—	—
ChatGPT (OpenAI)	—	—
Google (AI Overviews)	3 / 166	2 / 166

Upland FabAFT Fluorotec

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

Rank #152 / 166 answers

Rank #151 / 166 answers

Brand mentions

Answers that mention the company by name.

1.2%

0.6%

View breakdown

Brand mentions by Buyer journey
Buyer journey	Upland Fab	AFT Fluorotec
Learn	0 / 36	0 / 36
Compare	0 / 52	0 / 52
Validate	2 / 31	1 / 31
Procure	0 / 28	0 / 28
Use	0 / 19	0 / 19

Brand mentions by AI engine
AI engine	Upland Fab	AFT Fluorotec
Perplexity	—	—
ChatGPT (OpenAI)	—	—
Google (AI Overviews)	2 / 166	1 / 166

Upland FabAFT Fluorotec

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.

What are the trade-offs between PEEK and metal tubing for aircraft cable protection?

1 / 3

0 / 3

Google (AI Overviews) · Citations

Which engineering partners can prototype PEEK aerospace components for qualification testing?

1 / 3

0 / 3

Google (AI Overviews) · Citations

Where could Upland Fab improve?

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

How does temperature affect PEEK's stiffness and creep?

1 / 2

0 / 2

Google (AI Overviews) · Citations · Partial coverage

Where could AFT Fluorotec improve?

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

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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 Upland Fab compares with AFT Fluorotec

Citations

Brand mentions

Where Upland Fab leads

Where AFT Fluorotec leads

Explore PEEK competitor comparisons

What next?