AI Discovery File vs JSON-LD vs Generated Q&A

AI Discovery Files, JSON-LD, and generated Q&A are related, but they are not the same thing.

Each artifact helps communicate existing website information in a different way.

Quick Comparison

| Artifact | Scope | Purpose | | --- | --- | --- | | Generated Q&A | Key point or page level | Converts answer-ready existing page content into clear question-and-answer pairs. | | Generated JSON-LD | Key point or page level | Provides structured data snippets and placement guidance for eligible answer-ready content. | | AI Discovery File | Site level | Creates an installable `/llms.txt` machine-facing site guide for important public pages. |

Generated Q&A

Generated Q&A is based on answer-ready key points from existing page content.

It should not invent new information, rewrite facts, or add claims that are not already supported by the page.

Generated Q&A is useful when a page contains information that can be expressed clearly as a question and answer.

Generated JSON-LD

Generated JSON-LD is structured data that helps describe eligible existing content in a machine-readable format.

MarketingStride generates JSON-LD for answer-ready, user-included key points selected for operationalization. The output includes copy-paste code and placement guidance.

JSON-LD does not create new facts. It reinforces information that already appears on the page.

AI Discovery File

An AI Discovery File is different because it is site-level.

Instead of producing a key-point artifact, it organizes important public pages into an installable `/llms.txt` file. The file is generated from site-level evidence such as crawl, sitemap, navigation, canonical URL, discovered URL, page role, and analyzed-page evidence.

Do These Artifacts Replace Each Other?

No.

They work at different levels:

• Generated Q&A helps express specific answer-ready content.
• Generated JSON-LD helps structure specific eligible content.
• AI Discovery File helps organize important public pages at the site level.

Do They Guarantee AI Visibility?

No.

These artifacts can help communicate existing information more clearly, but they do not guarantee AI visibility, rankings, citations, or inclusion in AI-generated answers.