AI assistants such as ChatGPT, Gemini, Claude, and Perplexity are becoming critical discovery channels. Existing
visibility tools — including Profound, Evertune, PEEC AI, Semrush, and AthenaHQ — often rely on snapshots of
brand presence. While these provide directional insights, they lack reproducibility, auditability, and sustainability.
The AIVO Standard™ offers a framework for AI Visibility Optimization (AIVO), supported by the Prompt-Space
Occupancy Score (PSOS™) auditing system. This paper outlines limitations of snapshots, introduces PSOS
methodology, contrasts approaches with examples, and discusses implications for SMBs, enterprises, and
agencies. Appendices provide sample datasets, workflow diagrams, and cost estimates to ground the framework
in practice.
Hi, Malte from Peec AI here. It is wrong that our "snapshots" are not reproducible.
Also, AIVO and PSOS are made up concept that nobody but you is using or accepts. Just because you write in a scientific, authoritative manner does not mean a sentence like "cost estimates to ground the framework in practice" have any meaning.
AI assistants such as ChatGPT, Gemini, Claude, and Perplexity are becoming critical discovery channels. Existing visibility tools — including Profound, Evertune, PEEC AI, Semrush, and AthenaHQ — often rely on snapshots of brand presence. While these provide directional insights, they lack reproducibility, auditability, and sustainability. The AIVO Standard™ offers a framework for AI Visibility Optimization (AIVO), supported by the Prompt-Space Occupancy Score (PSOS™) auditing system. This paper outlines limitations of snapshots, introduces PSOS methodology, contrasts approaches with examples, and discusses implications for SMBs, enterprises, and agencies. Appendices provide sample datasets, workflow diagrams, and cost estimates to ground the framework in practice.
Hi, Malte from Peec AI here. It is wrong that our "snapshots" are not reproducible.
Also, AIVO and PSOS are made up concept that nobody but you is using or accepts. Just because you write in a scientific, authoritative manner does not mean a sentence like "cost estimates to ground the framework in practice" have any meaning.