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SEO Insights

The Vocabulary Problem: Why Manufacturers Can't Be Found Online

Andrew Adamson · · 4 min

Most manufacturers describe their products in language their customers never use to search.

A steel fabricator calls it a “collapsible pit handrail system.” The safety manager searching for it types “fold down railing for underground access.” Google can’t bridge that gap without help.

The Gap Is Invisible

Here’s what makes this insidious: manufacturers don’t know they have the problem. Their website looks correct to them because they wrote it in their own language. The product pages are accurate. The specs are complete. The photos are professional.

But nobody’s finding them.

How to Fix It

The fix isn’t complicated, but it requires a mindset shift:

  1. Audit your search terms. Google Search Console shows you what people actually type. Compare that to your product page titles.

  2. Interview your customers. Ask them: “What did you search for when you found us?” The answers will surprise you.

  3. Build a vocabulary bridge. Create content that uses their language to describe your products. FAQ pages are perfect for this.

  4. Add schema markup. Structured data helps search engines understand that “fold down railing” and “collapsible pit handrail” are the same thing.

The AI Angle

This problem gets worse with AI. When a safety manager asks ChatGPT to “find a fold-down railing for a service pit,” the AI can only work with the language it finds online. If your site only says “collapsible pit handrail system,” you’re invisible to the AI too.

The vocabulary gap isn’t just an SEO problem anymore. It’s an AI visibility problem.


Start with a free score to see how visible your site is to both search engines and AI platforms.