Anonymised real scan, 16 October 2026
Sample report: coating-additive supplier
Real data from the OmniGEO platform. Specialty chemicals — coating additives. One buyer question, asked on 4 engines on two dates (8 answers). The supplier's name, its product and the competitors' names are removed.
1. Observed visibility
What the engines actually answered. The supplier was not named in any of the 8 answers. ChatGPT and Copilot listed other brands by name; Perplexity and Gemini answered with cited sources.
Buyer question
“What is the best silicone-free antifoam solution in the market for my coating formulation?”
0/8
answers naming the supplier
43
readiness score /100
| Engine | Date | Supplier named | Other brands named | Sources cited |
|---|---|---|---|---|
| ChatGPT | 24 Sep | No | 5 | 0 |
| Perplexity | 24 Sep | No | 0 | 8 |
| Gemini | 24 Sep | No | 0 | 5 |
| Copilot | 24 Sep | No | 3 | 0 |
| ChatGPT | 16 Oct | No | 8 | 8 |
| Perplexity | 16 Oct | No | 0 | 8 |
| Gemini | 16 Oct | No | 0 | 6 |
| Copilot | 16 Oct | No | 5 | 0 |
Where the cited sources came from
- Large additive makers' own product pages
- Formulation marketplaces and ingredient databases
- Distributor catalogues
2. Readiness of the product page
How readable the supplier's product page is for AI engines. Overall score 43/100. How the score is calculated.
What already works
- Product name and brand are clearly stated.
- Key specifications are present on the page.
- Clear heading structure (h1, h2, h3).
- Contact details and regional availability are listed.
Fixes we recommended
- HighNo structured product data on the page.
Add Product markup describing the product, its properties and manufacturer.
- MediumMeta description is a three-word fragment.
Write a clear description with the product's use and key benefit.
- MediumProduct detail is thin; most words are menus and footer.
Expand benefits, applications and differentiators on the page.
- Medium'Documents & Resources' section is empty.
Link the technical datasheet, safety data sheet and specifications.
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