Research by Graph

Douglas Machine & Engineering: your AI visibility benchmark

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

At a glanceDouglas Machine & Engineering
2 / 180 answers

Citations

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

1.1%
View breakdown
Citations by Buyer journey
Buyer journeyDouglas Machine & Engineering
Learn0 / 21
Compare2 / 81
Validate0 / 36
Procure0 / 15
Use0 / 27
Citations by AI engine
AI engineDouglas Machine & Engineering
Perplexity2 / 180
ChatGPT (OpenAI)—
Google (AI Overviews)—
Douglas Machine & Engineering
25%50%75%100%LearnCompareValidateProcureUse

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

0 / 180 answers

Brand mentions

Answers that mention the company by name.

0.0%
View breakdown
Brand mentions by Buyer journey
Buyer journeyDouglas Machine & Engineering
Learn0 / 21
Compare0 / 81
Validate0 / 36
Procure0 / 15
Use0 / 27
Brand mentions by AI engine
AI engineDouglas Machine & Engineering
Perplexity0 / 180
ChatGPT (OpenAI)—
Google (AI Overviews)—
Douglas Machine & Engineering
25%50%75%100%LearnCompareValidateProcureUse

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

Where Douglas Machine & Engineering appears

What machine features help control dimensions in drug-delivery device components?
2 / 3
Perplexity · Citations

Where Douglas Machine & Engineering stands

Ranked 29 in citations, 2 in brand mentions.

  1. 1
    ZetarMold
    31.1%56 / 180
  2. 24 companies not shown
  3. 25
    PANDA
    2.8%5 / 180
  4. 25
    PT Banshu Plastic Indonesia
    2.8%5 / 180
  5. 28
    HingTung
    2.2%4 / 180
  6. 29
    Douglas Machine & EngineeringCurrent company
    1.1%2 / 180

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