Use the checklist as a release gate
Technical AI discoverability is not a separate magic layer. It is the condition in which a public page can be fetched, interpreted and connected to a real entity without contradicting its canonical, structured data or visible content. The checklist should be run on production URLs, not only inside a CMS preview.
Gate 1: the page is accessible
- The preferred URL returns a useful 200 response without requiring a login.
- The initial HTML contains the primary heading and essential answer, even if JavaScript enhances the page later.
- robots.txt, meta robots and response headers do not accidentally block the page.
- Redirects resolve in one clear chain and HTTP variants converge on the secure preferred host.
- A current XML sitemap lists the canonical URL and excludes redirects, errors and private routes.
Gate 2: the page explains what it is
| Element | Release question |
|---|---|
| Title and H1 | Do they describe the actual service or topic without using different names? |
| Entity | Are the provider, audience, service and relevant geography explicit in visible text? |
| Structure | Do headings divide the decision into understandable sections? |
| Links | Can a reader move to supporting methodology, proof, contact and legal pages? |
| Canonical | Does it point to the page that should be indexed and shared? |
Gate 3: claims can be checked
Replace vague superlatives with the specific process, qualification, service boundary or evidence item that supports the decision. Dates matter for changing facts. Case-study metrics need a period, denominator and stated limitation. Structured data must repeat the same identity and claims a visitor can see.
Gate 4: discovery can become a record
Confirm that first-party analytics preserves the landing page, observable referrer and campaign parameters under the site's consent rules. Known bots belong in a separate operational view. Run a marked test enquiry and verify that the approved acquisition fields reach the destination without collecting unnecessary personal data.
Go / no-go decision
A missing llms.txt file is not automatically a launch blocker. A blocked canonical, empty initial HTML, invented schema value or broken form is. Rank findings by whether they prevent access, create a contradictory entity or break measurement; treat experimental files as secondary enhancements.
Save the tested URL, timestamp, response status, canonical, robots state, rendered heading, schema validation result and one successful conversion test. That turns a checklist into evidence.
Primary references
- Google Search: how crawling and indexing work
- Google canonicalization guidance
- Google structured data guidelines
Where to go next
Use the Nexus AI Visibility Framework to place this topic inside a complete measurement system, or review the AI Visibility Audit scope.
13 Jul 2026 — Expanded with an independent structure, examples, implementation guidance and primary references.