AI readiness for landing pages

Can AI systems understand and cite your landing page?

AI visibility starts with a page that is clear, crawlable, and internally consistent. Nebula checks the evidence surface that answer engines can inspect. It does not promise citations or infer visibility from markup alone.

Observable checks

AI readiness is more than adding JSON-LD

Entity clarity

Does the page make the organization, product, audience, and offer understandable from visible content?

Structured consistency

Do JSON-LD, metadata, Open Graph fields, and visible claims describe the same thing?

Evidence boundaries

Are claims specific enough to inspect, with limits that prevent unsupported conclusions?

Crawl access

Can permitted search and answer-engine crawlers reach the page and its supporting resources?

Citation surface

Are the important answers and definitions present as clear, extractable page content?

What this page can prove

It can inspect

Visible answers, entity names, metadata, structured data, crawler policy, and contradictions between claims and evidence.

It cannot guarantee

A citation, a ranking, an AI recommendation, or a commercial outcome. Those are external outcomes that require separate measurement.

Make the page easier to understand before optimizing the channel

Run the audit, inspect the evidence, then make one bounded change. Re-audit to verify the page condition moved.

Check a landing page →