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Research by Graph

Charming: your AI visibility benchmark

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

At a glanceCharming
42 / 240 answers

Citations

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

17.5%
View breakdown
Citations by Buyer journey
Buyer journeyCharming
Learn4 / 20
Compare25 / 96
Validate1 / 48
Procure0 / 28
Use12 / 48
Citations by AI engine
AI engineCharming
Perplexity38 / 180
ChatGPT (OpenAI)—
Google (AI Overviews)4 / 60
Charming
25%50%75%100%LearnCompareValidateProcureUse

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

0 / 240 answers

Brand mentions

Answers that mention the company by name.

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

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

Where Charming appears

How do masterbatch dosing requirements differ between extrusion and injection moulding?
3 / 3
Perplexity · Citations
How should I compare masterbatch cost at the recommended let-down ratio?
3 / 3
Perplexity · Citations
How can masterbatch dosing affect the appearance of injection-moulded automotive parts?
3 / 3
Perplexity · Citations
+17 more questions
Where Charming is cited or mentioned on at least one measured platform.Request to see more

Where Charming stands

Ranked 1 in citations, 17 in brand mentions.

  1. 1
    CharmingCurrent company
    17.5%42 / 240
  2. 2
    LyondellBasell
    11.3%27 / 240
  3. 2
    Yicai Plastics
    11.3%27 / 240
  4. 4
    Ascent Petrochem
    10.8%26 / 240
  5. 5
    Americhem
    10.4%25 / 240

Explore top Masterbatch comparisons

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