Entity recognition
Whether a reliable public identity match can be found for the submitted person.
PERSONAL KNOWLEDGE GRAPH AUDIT
See how machines understand your public identity
What it does
Run the free audit →KnowledgePanel.io checks whether your name, profession, official website, structured data, trusted sources and public relationships form one consistent entity across search and AI answer engines.
AUDIT COVERAGE
One assessment, six evidence layers
Identity consistency
Whether names, profession, location and important facts agree across sources.
Official website
Whether the submitted site clearly represents the person and connects their public profiles.
Structured data
Whether machine-readable Person markup supports the visible identity and relationships.
Authority and relationships
Whether credible sources confirm roles, works, organisations and other defining connections.
AI visibility
How connected answer engines recognise, describe and cite the entity when checks are available.
USE THE RESULT
Turn scattered evidence into a clear action plan
- Establish a baselineRecord what can be verified today instead of guessing which signal is missing.
- Separate identity problems from authority gapsFix conflicting facts before investing in more content or publicity.
- Prioritise controllable sourcesImprove the official website, structured data and public profiles first.
- Measure againRe-run the audit after sources are updated and search systems have had time to recrawl them.
QUESTIONS
Personal Knowledge Graph audit FAQ
What is a personal Knowledge Graph audit?
It is a structured review of how consistently a person is described across their official website, structured data, professional profiles, entity databases, independent sources and public relationships.
What does the KnowledgePanel.io audit check?
The assessment checks entity detection, identity consistency, official-site alignment, structured data, public profiles, independent corroboration, important relationships and AI answer-engine visibility where available.
Who is the audit for?
It is designed for founders, executives, authors, artists, musicians, journalists, public figures and other professionals who need a clearer and more consistent public entity identity.
Is the audit a guarantee of a Google Knowledge Panel?
No. The audit measures public evidence and identifies practical improvements. Google independently decides whether and how a Knowledge Panel appears.