Research and Frameworks

AEO Pro Lab is informed by research into AI-mediated discovery, entity meaning, semantic structure, machine-readable content, and how business information survives retrieval, summarization, and reuse.

Research focus

The research focus behind AEO Pro Lab includes AI-assisted discovery, entity clarity, structured evidence, semantic scaffolding, machine-readable business information, and the practical risks created when public pages are unclear or unsupported.

Published research references

Research citation

Semantic Scaffolding / USO 3.0 v6

https://zenodo.org/records/20795838

Referenced as a research citation only. It is not used as a personal identity (sameAs) signal.

How this connects to AEO Pro Lab

AEO Pro Lab applies this research direction as a public-facing diagnostic product focused on observable page readiness, entity clarity, extractability, and practical implementation barriers.

Limits

Research references do not imply platform endorsement, ranking guarantees, AI citation guarantees, or access to hidden AI model behavior.