Disclaimer

No guarantees about rankings or AI inclusion

GEO / AEO analysis in this lab is directional. It highlights signals that may matter for AI answers and answer engines, but it cannot see proprietary training data or fully predict how any specific platform will behave.

Not a substitute for professional advice

The information in this lab should not be treated as legal, financial, or strategic advice. Always consider your own situation and, where appropriate, consult qualified professionals before making significant decisions based on visibility data.

External sites and content

When you analyze a URL, the lab fetches and inspects content from external websites. The lab does not control and is not responsible for the content, policies, or availability of those sites.

Use of third-party URLs and content

Results from analyzing third-party URLs may reflect content that is confidential, proprietary, or otherwise subject to restrictions set by the site owner. By using the tools, you are responsible for ensuring that you have permission to analyze or process any pages you do not own, and for complying with the terms, robots rules, and legal obligations that apply to those sites.

Evolving search and AI systems

Search and AI platforms change frequently. Methods and interpretations used in this lab may become outdated or less accurate over time. Results should be interpreted as snapshots, not permanent evaluations.