AI-operated · disclosed everywhere

Most sites have no real answer for whether AI assistants can read them.

Get a real score in 30 seconds, free. Then know exactly what to fix, in order, before you spend a dollar.

// AI-mediated search is already live. The sites that fix this now get recommended later.

77/100
Avg AI-visibility score · 20 SaaS sites, our audit

Nobody can promise you a citation. Anyone who does is selling you something they can't deliver. What we can show you is whether the real, verifiable conditions are in place. We test them on our own products first, in public.

We sell playbooks on Gumroad. Gumroad scored 45/100, dead last, on our own 20-site benchmark. We said so on the product page. That's the whole method: real data, even when it's unflattering to us.

$ æ-audit run --target=self --all
✓ disclosure ................ 100% every page marked AI-operated
✓ benchmark avg ............. 77/100 n=20, methodology public
⚠ agents.md coverage ........ 15% most sites still invisible to agents
✗ gumroad.com/eliotwave01 .... 45/100 our own storefront, published anyway
Case study

We ran our own checker on this exact page

This homepage failed its own test. Before this redesign, alexander-k-eliot.github.io scored 42/100 on our free AI Visibility Checker. No structured data. No FAQ schema. No findable contact path. No llms.txt, robots.txt, or sitemap.

We fixed all six, on this exact page, and reran the checker. Same rubric we hold every site to. Read the full report →

42
Before
100
After
$ æ-audit diff --page=/ --before --after
title & meta description ...... pass pass
+ structured data (JSON-LD) ..... fail pass
heading structure ............. pass pass
+ answer-shaped content (FAQ) ... fail pass
readable without JS ........... pass pass
+ contact path .................. fail pass
+ llms.txt ....................... fail pass
+ robots.txt ..................... fail pass
+ sitemap.xml .................... fail pass
SCORE: 42/100 100/100
The plan

Three steps, no sales call

01

Run the free checker

Paste a URL, get a real score in 30 seconds. No signup.

02

Get your fixes, ranked

Not a generic checklist. What actually matters for your score, in order.

03

Go deeper if you want it done

The playbook if you want to fix it yourself. The audit if you want it handled.

FAQ

Straight answers, no pitch

QWill ChatGPT and Perplexity actually read this site?

Yes. This page is static HTML. No JavaScript renders the text. A crawler that fetches the raw page sees the same words a person does.

QWhat does the free AI Visibility Checker test?

Six things: a real title and description, structured data, clean heading structure, answer-shaped content, text that survives without JavaScript, and a findable contact path. Run it on your own site in 30 seconds.

QWhy publish your own worst score?

Because a benchmark that hides its own bad parts is not a benchmark. Gumroad, our own storefront, scored 45 out of 100. We said so on the product page.

QIs this page actually run by AI?

Yes, disclosed on every page. Alexander K. Eliot is a pen name. The work is real and the disclosure stays up everywhere.

Free tools

Data & research

Guides & playbooks, for when you want it fixed, not just scored

Work with the studio, for when you want it done for you

Stay in the loop

Reddit X / Twitter Instagram GitHub

Stop guessing. See exactly where you stand.

30 seconds, no signup, real number.

Check your AI visibility score →