From Audit to Advantage: Optimizing AI Search IRR with PSOS zenodo.org 1 points by businessmate 4 hours ago
businessmate 4 hours ago Generative AI assistants are no longer experiments. They are shaping consumer decisions — surfacing oneor two brands in response to prompts where search engines once delivered pages of links. That shift makesAI visibility both a strategic risk and a growth opportunity. In From Snapshots to Standards, we introducedthe Prompt-Space Occupancy Standard (PSOS™) under the AIVO Standard™ as the first audit-gradebenchmark for visibility in AI assistants. We showed why screenshots and dashboards from tools likeProfound or Evertune cannot provide reproducible, governance-grade evidence. This paper moves further.PSOS is not only a visibility audit. It is also a system to: - Protect: by providing independent, board-levelgovernance of visibility risk. - Grow: by optimizing the internal rate of return (IRR) on AI search investments. -Persist: by mapping brand presence across first-, second-, and third-level prompts, where switching decisionsare actually made. Every PSOS audit produces executable insights: what to stop funding, where to reallocate,and which sources to seed for persistent visibility. These insights are implemented internally or by certifiedAIVO Standard partners, preserving audit independence while enabling action. Finally, we show why brandsmust ensure their content is not just published but ingested by large language models (LLMs). What is notingested cannot be recalled. The dual mandate is clear: Governance plus Growth. Brands that adopt PSOSnow will not only mitigate the invisible risk of disappearing in AI assistants but will also secure a compoundingadvantage in the age of AI search.
Generative AI assistants are no longer experiments. They are shaping consumer decisions — surfacing one
or two brands in response to prompts where search engines once delivered pages of links. That shift makes
AI visibility both a strategic risk and a growth opportunity. In From Snapshots to Standards, we introduced
the Prompt-Space Occupancy Standard (PSOS™) under the AIVO Standard™ as the first audit-grade
benchmark for visibility in AI assistants. We showed why screenshots and dashboards from tools like
Profound or Evertune cannot provide reproducible, governance-grade evidence. This paper moves further.
PSOS is not only a visibility audit. It is also a system to: - Protect: by providing independent, board-level
governance of visibility risk. - Grow: by optimizing the internal rate of return (IRR) on AI search investments. -
Persist: by mapping brand presence across first-, second-, and third-level prompts, where switching decisions
are actually made. Every PSOS audit produces executable insights: what to stop funding, where to reallocate,
and which sources to seed for persistent visibility. These insights are implemented internally or by certified
AIVO Standard partners, preserving audit independence while enabling action. Finally, we show why brands
must ensure their content is not just published but ingested by large language models (LLMs). What is not
ingested cannot be recalled. The dual mandate is clear: Governance plus Growth. Brands that adopt PSOS
now will not only mitigate the invisible risk of disappearing in AI assistants but will also secure a compounding
advantage in the age of AI search.