Be the business AI chooses
Entity Confidence Ltd provides structured, independent reports showing how AI-driven search systems interpret a website’s suitability for recommendation in response to a Google search.
We work directly with founders and directors of UK SMEs and professional service firms who need to understand how their business is evaluated by modern AI search engines — and what would materially improve that assessment.
We help you understand your AI search visibility — how confidently AI systems can identify, interpret, and recommend your business.
Early access · Limited places
Why this matters now
Search is no longer just about matching keywords.
AI-driven systems increasingly assess who you are, whether you are real, and whether you are reliable enough to recommend.
Your AI search visibility — whether you appear when AI systems are asked to recommend a business like yours — now depends on how confidently those systems can interpret your identity, authority, and consistency
Many legitimate businesses fail not because they are poor providers, but because AI systems cannot confidently interpret their identity, authority, or consistency from the signals available.
Entity Confidence exists to make that judgement visible.
What our reports show
Each report provides a structured assessment of the signals that determine your AI search visibility.
Your Entity Confidence report analyses how AI systems interpret signals relating to:
- organisational identity and legitimacy
- authority and expertise
- consistency across sources
- corroboration and trust signals
The report highlights:
- where a site is strong
- where interpretation is weak or ambiguous
- what specific changes would improve how the business is understood
All findings are evidence-based and repeatable.
What we do — and don’t do
Entity Confidence is not an SEO agency, consultancy, or marketing service.
We do not:
- optimise content
- implement changes
- provide ongoing advisory services
- guarantee rankings or visibility
Our role is to assess, explain, and evidence how AI search systems interpret a site, and what would materially improve that interpretation.
Who we work with
We work directly with:
- founders and directors of UK-based SMEs
- professional service firms
We do not work with agencies, intermediaries, or resellers.
How the service operates
Entity Confidence operates as an independent assessment service.
Reports are structured, consistent, and designed to be understood by decision-makers rather than marketing teams. Our assessment methodology is grounded in original research into how AI systems evaluate business entities (Entity Confidence®: A Canonical Definition).
The service is currently available on a private beta / invitation-only basis while methodology continues to be refined.
Learn more
- About Entity Confidence – how and why the service was created
- Insights – commentary on AI search, recommendation systems, and entity interpretation
Request an invitation
If you want to understand how AI search systems currently interpret your business — and what would materially improve that interpretation — you can request early access or contact us for further information.