A Sample Audit
A Sample Audit
Every score and finding traces back to evidence.
Composite GEO score
Fair tier
Visibility score per engine
LVS · 0.00 to 1.00
Top critical findings
3 shown
How We Work
Four steps. One clear engagement.
Understand the landscape
We start with a structured discovery: your category, your audience, your competitors, and what you want it to change.
Audit the current state
We test what the major AI engines say about your brand, measure the gap to competitors, and identify what is blocking citations today.
Diagnose the causes
Each finding is grounded in evidence. Technical issues, entity gaps, content weaknesses, off-site signals. We surface what actually drives engine behavior, not what sounds plausible.
Hand you the path forward
You receive a prioritized plan: what to fix first, why, and what to measure. Each recommendation specifies its owner, effort, and expected impact.
What We Audit
What makes AI cite you
Six layers we audit to understand why AI engines cite or skip your brand. Each finding is grounded in evidence and tied to a prioritized recommendation.
AI crawler access
AI engines need to fetch your content. We check whether the major AI crawlers can actually reach it: robots.txt allowlist, bot mitigation, and access patterns per engine.
Schema & structured data
JSON-LD, heading hierarchy, answer-first formatting. The technical layer that tells AI engines exactly what your pages are about.
Content sourcing & authority
How your content cites sources, attributes expertise, and projects authority. Sourcing gaps and vague authority signals push AI engines toward competitors.
Entity anchors
AI engines ground citations in formal entity sources. We audit your presence and consistency across Wikipedia, Wikidata, Knowledge Panel and Google Business Profile.
Off-site authority
What the rest of the web says about you shapes how AI engines describe you. We audit earned media, review platforms, social mentions and backlinks.
Per-engine visibility
Across every audited AI engine, we measure how often your brand appears, how prominently, and what is said about it. Visibility scores with confidence intervals.