AI Visibility Risk Audit
Understand how AI systems currently represent your brand — before it becomes a problem.
AI-generated answers increasingly shape how people discover, compare, and trust brands. This audit helps you understand whether your brand is visible, omitted, or misrepresented in AI answers — and where the risks are.
Fixed-scope, paid diagnostic. No guarantees. No manipulation. No growth promises.
Directional analysis. Ethical methods. Confidential delivery.
Who this audit is for (and not for)
Clear fit criteria help this audit deliver value for your situation.
This audit is a fit if:
- Your brand already has traction (customers, content, mentions)
- Prospects mention AI tools (ChatGPT, Perplexity, Google AI Overviews)
- Competitors appear in AI answers and you don't
- Your category relies on recommendations, comparisons, or "best tools" lists
- You want to reduce risk, not chase hype
This audit is not a fit if:
- You are pre-product or pre-launch
- You expect guaranteed rankings or deterministic outcomes
- You want a growth hack or quick traffic spike
- You are looking for automation or self-serve tools
What the audit answers
"How is our brand currently represented in AI-generated answers — and where are the risks?"
- Whether/how your brand appears in AI answers for relevant category prompts
- Where AI systems are likely learning about your brand (entity surfaces)
- How competitors are positioned relative to you
- Where ambiguity, omission, or misrepresentation exists
- Which areas are safe to ignore — and which are not
This is observational and directional, not deterministic.
How the audit works
Our methodology combines systematic testing with cross-validation for reliable insights.
Repeated prompt testing
Across AI platforms (e.g., ChatGPT, Perplexity)
Structured sampling
To reduce one-off or cherry-picked results
Entity consistency checks
Across public sources
Brand mention analysis
Context and sentiment evaluation
Cross-checking with third-party tools
Google Search Console, GA4, Ahrefs, Semrush
AI outputs vary by prompt, model, user context, and time. Findings are framed accordingly.
What you receive
Four comprehensive deliverables that give you clarity on your AI visibility status.
Current AI representation snapshot
How your brand appears (or doesn't) across a defined set of category and competitor prompts.
Risk map
Omission risks, misrepresentation risks, competitor dominance zones, and low-risk areas.
Entity & surface analysis
Where AI systems are likely learning about your brand — and where signals are weak.
Priority actions (not a backlog)
Ranked actions: what matters now, what can wait, what to ignore.
What this audit does not do
- •Guarantee AI visibility or recommendations
- •Promise rankings or placement
- •Manipulate platforms or communities
- •Attribute causation between actions and sales
- •Replace traditional SEO or analytics
This is a risk assessment, not a growth hack.
Pricing & engagement model
- •Fixed scope
- •Paid diagnostic
- •Typical range: low four figures
Exact scope and timing are confirmed after a short qualification call to confirm fit.
What happens after the audit
You're in control. Choose the path that makes sense for your situation.
Do nothing
Risk is low
Fix gaps internally
Use findings to guide your team
Continue with us
As an ongoing AI representation partner
No obligation to continue beyond the audit.
Request an AI Visibility Risk Audit
Get in touch to discuss whether this audit is a fit for your brand.
No guarantees. Directional analysis. Ethical methods.