Ryan Mason

Ryan Mason

Founder & AI Systems Engineer @ AiVIS

Forums

AI Citation Readiness for Websites

Most websites are invisible to AI systems like ChatGPT, Perplexity and Claude not because the content lacks value but because it isn t structured in a machine-readable way.

Modern AI discovery relies on extractable structure, entity clarity and citation ready formatting rather than old traditional ranking signals or SERP.

This shift is commonly described as AI visibility, AEO or GEO where machines/agents determine whether content can be reliably retrieved, parsed and reused in generated answers rather than simply indexed or ranked .

Why we built CroozLink for professionals?

Most professionals still piece together their client journey using too many separate tools - one for booking, another for agreements, another for sharing decks, another for payments, and usually a basic website or link page on top of that.

We built CroozLink to make that experience feel far more seamless and professional.

You can see a live example of a professional platform here: croozl.ink/marcus

Ryan Mason

1mo ago

Most sites are invisible to AI even when they rank. I built AiVIS for that

I built AiVIS because i got really tired of watching sites rank on Google and still disappear when answers get assembled by ai

that gap is real and most people still are not measuring it properly

AiVIS audits or deeply analyzes whether a site can actually be read trusted and cited by answer engines. not just whether it ranks, not another SEO tool with an Ai badge. Its not just whether it looks good to us as humans but

it shows where structure, trust signals, metadata, schema and content clarity break down then the system ties it back to evidence on the page, not Ai. The LLMS are used for reading content then interpreting the evidence backed results and writing the unbiased/unfluffed summaries. BRAG - Based Retrieval Audit Grading is our unique evidence ledger mechanism.

Ryan Mason

1mo ago

Hey everyone I’m Ryan founder of AiVIS

Hello all, I m Ryan

I am a solo founder building AiVIS which helps brands see whether ai systems can actually read trust and cite their site properly.

I got pulled into this space after seeing how many websites still look fine on the surface but get skipped or misunderstood when answers are assembled by tools like chatgpt, perplexity and others.

So i built something to audit or deeply analyze that gap instead of guessing at it

Built AiVIS after noticing something that didn’t sit right

Sites ranking fine
traffic still coming in
but when people ask real questions in chatgpt or perplexity

those same sites just don t show up:

Ryan Mason

1mo ago

AiVIS - Ai Visibility Intelligence Audit - See exactly what AI gets wrong about your website

AiVIS scans your website against ChatGPT, Perplexity, Gemini and Claude to show why AI answer engines skip, misquote or credit your content to competitors. Powered by CITE LEDGER - a structured attribution system that scores your AI readability, entity clarity and citation signals. Free tier included. No SEO fluff. Pure evidence.