Diagnose
Find out how AI systems currently describe, cite, recommend, or overlook your business.
Start with a Snapshot →Diagnose: AI Visibility & Authority Snapshot
See how AI answer engines actually understand your business.
The first step is not to guess. It is to measure. The AI Visibility & Authority Snapshot shows how major AI answer engines describe, recommend, cite, or overlook your business when buyers ask high-intent questions.
We test prompt behavior, compare answer engines, review source structure, identify competitor displacement, and deliver a prioritized repair plan.
- ›Does AI correctly understand who you are?
- ›Does it recommend you for the categories you should compete in?
- ›Does it cite your website or rely on third-party sources?
- ›Does it describe your services, rules, pricing, proof, and location accurately?
- ›Are competitors being surfaced instead?
- ›What should be fixed first?
Repair: Authority Repair
Turn diagnostic findings into a stronger machine-readable source of truth.
Once the diagnostic shows what is happening, the next step is repair. Authority Repair turns the findings into source-layer improvements. The goal is not to redesign the website. The goal is to make the business easier for AI systems to understand, verify, and reuse in answers.
Monitor: AI Visibility Fortification
AI answers drift. Your authority layer needs to be watched.
AI answers change. Models update. Competitors publish new material. Third-party sources shift. Old information resurfaces. A business that is represented accurately today can drift tomorrow. AI Visibility Fortification tracks whether your business continues to be named, cited, recommended, omitted, or misrepresented over time.
Expand: Authority Expansion
Build visibility into new categories once the foundation is stable.
Once the foundation is stable, the next opportunity is expansion. Authority Expansion helps businesses grow into new services, categories, locations, and buyer-intent searches where they should reasonably compete but are not yet being surfaced.
Start with the Snapshot
Most clients start with the AI Visibility & Authority Snapshot because it keeps the process honest. Before repair, monitoring, or expansion, we first need to know what AI systems currently say, where competitors appear, and which source-layer issues are worth fixing.
The Snapshot prevents unnecessary implementation, avoids vague consulting, and gives the business a clear view of what AI systems are actually doing. After the Snapshot, the next step may be no action, internal implementation, a focused repair sprint, a broader authority repair project, ongoing monitoring, or long-term expansion.
Identify what is real, fix what matters, monitor what changes, and expand only when the foundation is ready.
Request a SnapshotWhat this work is — and is not
Our focus is the evidence layer AI uses to understand your business — your pages, facts, services, schema, proof, and crawl signals. We give you a clear read of how AI sees you today and what to fix first. It is not these things:
- ›Not traditional SEO
- ›Not paid media
- ›Not a website redesign
- ›Not a chatbot installation
- ›Not a guarantee of rankings, traffic, leads, or revenue
- ›Not a monthly retainer unless you choose monitoring
When this matters
AI describes your business incorrectly
Competitors appear in answer slots you should compete for
Third-party sites explain your business better than your own site
AI misses important rules, policies, pricing, or services
You want to know whether visibility improved after changes
You want to win new categories or buyer intents
Common questions
No. SEO targets blue-link rankings. We work on the machine-readable source layer that AI answer engines read when they describe, cite, or recommend a business — a different problem with different methods.
No. AI outputs change and no one controls them. We engineer the accuracy and readiness of your source layer; we never promise placement, traffic, or revenue.
Yes. The Snapshot delivers a prioritized plan your team can implement directly, or we can scope a focused repair sprint to do the work.
The Snapshot typically needs nothing beyond your public website. Repair work may require CMS or structured-data access, scoped per engagement.
Through repeatable prompt testing and source-layer checks — whether AI systems name, cite, omit, or misstate your business, tracked consistently over time.
It measures before implementing — preventing unnecessary work and showing what is actually worth fixing first.
Possibly no action, internal implementation, a focused repair sprint, a broader repair project, ongoing monitoring, or expansion — whatever the findings actually justify.




