Fix Engine
The Fix Engine turns each AI visibility gap into a shippable package. Instead of saying you are invisible, RankEcho produces the specific answer block, schema, content brief, crawler fix, llms.txt guidance, and off-site source plan most likely to improve the prompt.
Why dashboards are not enough
A dashboard can tell you that AI recommends a competitor. It does not tell you what to change. The Fix Engine exists because the valuable step is not measurement alone — it is turning the measurement into a specific, testable action.
What is inside a fix package?
A fix package can include multiple artifacts.
- Front-loaded answer block
- FAQPage or Article schema
- Content brief
- Crawler access check
- llms.txt guidance
- Off-site source plan
How fixes are prioritized
RankEcho prioritizes based on the gap type. If AI cannot crawl the site, technical access comes first. If the answer is missing or buried, content structure comes first. If competitors dominate third-party sources, off-site source coverage comes first.
Frequently asked questions
It generates the core artifacts and content brief needed to make a page citable, but teams should still review, edit, and publish in their own voice.
The Fix Engine identifies the third-party sources AI already cites and suggests the angle for earning a mention there.