Entity Check for Manufacturing
Paste a URL and Leadee extracts its JSON-LD and microdata to check for Organization, Brand, Product and WebSite entities, sameAs social links and a logo — the structured data AI answer engines use to understand who you are before they ever cite you. This preset starts from "custom manufacturer with ISO 9001 in Vietnam", an example of what buyers in manufacturing ask AI.
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Manufacturing example
For manufacturing, entity check looks for the schema types and off-site profiles AI engines expect to see before they will cite a business in this industry:
- Schema type: Organization
- Schema type: Product
- Schema type: ContactPoint
- sameAs profile: Thomasnet
- sameAs profile: Alibaba
- sameAs profile: Made-in-China
- sameAs profile: Kompass
- sameAs profile: LinkedIn
Questions
Do international buyers really ask AI chatbots to find a manufacturer?
Buyers increasingly research suppliers with the help of an AI assistant alongside a search engine, especially for well-defined searches like "ISO 9001 supplier for [part] in [country]." Leadee cannot tell you your exact share of those queries without running your own prompt set, which is what the free prompt research tool below does.
What does an AI engine need to see before it will mention our factory?
At minimum: a server-rendered page (not JavaScript-only) stating what you make, your certifications with real numbers, your minimum order quantity and lead time, and consistent contact details that match what directories like Thomasnet or LinkedIn show.
Our website is mostly in Vietnamese. Does that hurt AI visibility with overseas buyers?
It can — an AI engine answering an English-language buyer prompt favors pages it can read in that language. An English capability page covering certifications, specs and export markets, alongside your Vietnamese site, gives it something to cite.
Can Leadee guarantee we will be recommended by ChatGPT?
No. No vendor, including Leadee, can guarantee a mention or a ranking from an AI answer engine. What Leadee does is measure your current visibility honestly and fix the specific technical and content gaps most likely to improve it.
Do we need our own marketing team to use this?
No — this is built for factories and OEMs that do not have one. Leadee's agent finds the gap and drafts the fix; your job is to approve it, the same way you would approve any change a contractor proposes to your website.
Can GEO guarantee results?
No. AI answer engines change their output frequently, and no vendor — including Leadee — can guarantee a ranking or a mention. Leadee publishes confidence intervals on every metric so you can see how much a result can vary run to run.
How does Leadee measure AI visibility?
Leadee runs your prompt set against each AI engine on a weekly to daily schedule, depending on plan, through official vendor APIs (OpenAI, Gemini, Perplexity, Anthropic, DataForSEO) — never by scraping consumer chat interfaces — and reports mention rate, citation rate, average position, share of voice and sentiment with a 95% confidence interval.
Who do I talk to?
Email [email protected] or use Talk to an expert at https://leadee.ai/contact-sales — the Netbase JSC team behind Leadee replies by email or WhatsApp — or WhatsApp the CEO directly at https://wa.me/84937869689.
Related
Fix what this tool finds, automatically.
Leadee tracks AI visibility and ships fixes to improve it — not just one-off checks.