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Research by Graph

Q-Lab: your AI visibility benchmark

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

At a glanceQ-Lab
Rank #86 / 240 answers

Citations

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

2.5%
View breakdown
Citations by Buyer journey
Buyer journeyQ-Lab
Learn0 / 20
Compare2 / 96
Validate4 / 48
Procure0 / 28
Use0 / 48
Citations by AI engine
AI engineQ-Lab
Perplexity5 / 180
ChatGPT (OpenAI)1 / 60
Google (AI Overviews)—
Q-Lab
25%50%75%100%LearnCompareValidateProcureUse

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

Rank #90 / 240 answers

Brand mentions

Answers that mention the company by name.

0.0%
View breakdown
Brand mentions by Buyer journey
Buyer journeyQ-Lab
Learn0 / 20
Compare0 / 96
Validate0 / 48
Procure0 / 28
Use0 / 48
Brand mentions by AI engine
AI engineQ-Lab
Perplexity0 / 180
ChatGPT (OpenAI)0 / 60
Google (AI Overviews)—
Q-Lab
25%50%75%100%LearnCompareValidateProcureUse

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

Ranks among comparable companies in Masterbatch.

Where Q-Lab appears

Which masterbatch suppliers provide weathering data for automotive exterior applications?
3 / 3
Perplexity · Citations
What should I check when selecting UV-stabiliser masterbatch for exterior automotive trim?
2 / 3
Perplexity · Citations

Where Q-Lab stands

Ranked 8 in citations, 9 in brand mentions.

  1. 1
    LyondellBasell
    12.5%30 / 240
  2. 5 companies not shown
  3. 7
    Avient
    5.0%12 / 240
  4. 8
    Ampacet
    2.5%6 / 240
  5. 8
    Q-LabCurrent company
    2.5%6 / 240
  6. 10
    Dow Inc.
    2.1%5 / 240

Explore top Masterbatch comparisons

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