How We Built the Score

📊
What Others Measure
Output

"Is AI talking about you?" Brand mentions, citations, sentiment, share of voice. Useful — but it only tells you where you stand today.

⚙️
What We Measure
Input

"Can AI read your site?" Infrastructure architecture and content that determines whether AI crawlers can access, parse, and cite you. This is what needs to change.

🤖

This scoring methodology was developed collaboratively with three independent AI systems — Claude, Gemini, and Perplexity. We asked them what infrastructure signals matter most for citation. The weights reflect their consensus. We didn't invent these requirements — we built the score around what the AI systems told us they look for.

60
Points
Infrastructure

Pass/fail checks against your live site. Binary, deterministic, reproducible.

40
Points
Content

3-AI consensus on content quality, entity clarity, authority, and trust.

⚙️

What does the infrastructure look like?

See what AI actually sees when it crawls your site vs. an Aryah-constructed site — and why the architecture matters more than the content.

See the Architecture →

Content Analysis

3 AI systems score your content independently. Their consensus becomes your content score.

12
Content Quality

Depth, accuracy, citable facts

10
Entity Clarity

Who you are, unambiguously

10
Topical Authority

Demonstrated domain expertise

8
Trust Signals

Credentials, case studies, validation

Grade Bands

90–100
Elite Unequivocal Endorsement

AI systems actively cite this site. You are a regularly named source.

75–89
Strong Hedging Endorsement

Well-positioned with room to improve on specific signals.

60–74
Moderate Weak Endorsement

AI can find you but won't recommend you by name.

40–59
Weak No Endorsement

Largely invisible to AI systems.

< 40
Critical No Endorsement

AI systems cannot find or trust this site.

The Gravity Well Effect

When your site's infrastructure makes content easy for AI systems to ingest, something measurable happens: they come back. Repeatedly. At scale. We proved it with Top10Lists.us — our flagship project and the proof of concept for everything Aryah builds.

~120
crawls/month before
➔
2,000,000+
crawls/month after

Top10Lists.us — after deploying the full GEO infrastructure stack

10% of those crawls are live user-generated inquiries — real people asking AI systems questions, and the AI choosing to fetch Top10Lists.us content to answer them. The site went from invisible to over 2 million AI crawls per month in four months.

The infrastructure doesn't just make you visible. It makes you the default.

See the live crawl data → Read the full case study →

Want to see your score?

Run a free GEO audit and find out exactly where you stand with AI systems.

Run a Free GEO Audit