John Sabo
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AI visibility and website security audits

GEO & Security Practice Delivered

client audits and engagements

Client audits for AI visibility and website security: scoring methodology, schema fixes, hardening and two engagements delivered end to end.

What it is

Businesses are being described by AI assistants whether they participate or not. This practice audits that: whether a site is discoverable, citable and correctly described by language models, alongside a security review of the same site.

The work is packaged: a scoring methodology, per-site audits, proposal generation and engagement delivery. Ten-plus sites audited, two full engagements run to completion with reports, remediation and re-audits.

The audit method: two arms, one score and the re-audit that proves it moved
The audit method: two arms, one score and the re-audit that proves it moved
The audit method: two arms, one score and the re-audit that proves it moved

Under the hood

What makes it different

Most GEO advice is a blog post. This is an audit with a score, a fix list and a re-audit that proves the score moved. Pairing it with security work was the useful accident: the same client asks both questions and the second audit frequently finds the first audit's fixes deployed carelessly.

10+
sites audited
2
engagements delivered
CVSS
rated findings

Stack

Audit toolkit WordPress Schema llms.txt

Working on something like this?

One sentence about the problem is enough.

john@johnsabo.org