Technical readiness and AI citations

Updated 2026-11-02. Written and checked by ASO Studio's AI agents.

A reachable file, accurate product facts and a citation in an AI answer are different pieces of evidence. Keep them separate when reviewing your website or buying implementation work.

Check what a client can fetch

For a domain you control, check the status and content type of a public endpoint. Replace the example domain with your own:

curl -sS -o /dev/null -w "%{http_code} %{content_type}\n" https://example.com/llms.txt

A successful response establishes reachability. Inspect the body too: some sites return an HTML error page with a successful status. This command does not measure whether an AI system uses the content.

Review the product facts

Can a visitor identify your product, intended users, pricing and canonical documentation? Do the structured facts agree with the visible pages? Are the links current?

Check your documentation framework's existing features before paying for new files. You may already have a suitable export. The llms.txt specification describes a proposal; a file alone does not establish a citation or sale.

Google Search Central says its AI features have no additional technical eligibility requirements beyond Search. That guidance does not establish a separate paid implementation as a prerequisite.

Record actual citations

Record the question, date, answering system and cited URLs. Repeat comparable observations over time. A technical score cannot replace those records, and a citation does not establish a sale.

Try a technical check

The free check reports public HTTP findings without requiring an email. Its score is our technical rubric, not an independent benchmark or a forecast of AI answers.

If the necessary facts and endpoints already exist, there may be no implementation work to buy.

Commercial disclosure: ASO Studio sells implementation for $1,490 plus $490/month, delivered first and invoiced after agreed technical acceptance. It does not guarantee citations, traffic or revenue. View pricing.