What question did this study set out to answer?

The aim is to outline how digital entities can achieve stable, repeatable human visibility through established AI engagement.

February 9, 2026Open Access

Stage 10 — Baseline Human Visibility: Stable Repeatable Presence (v0.7)

Key Points

The aim is to outline how digital entities can achieve stable, repeatable human visibility through established AI engagement.
Detailed documentation of Stage 10 of the AI Visibility Lifecycle.
Analysis of baseline visibility metrics and sustained presence indicators.
Assessment of consistency requirements and stability conditions for visibility.
Identification of specific metrics confirming stable human visibility.
Criteria established for moving from experimental to predictable visibility.
Clarification of the ongoing engagement needed for stability in visibility.

Abstract

Comprehensive technical documentation of Stage 10 of the 11-Stage AI Visibility Lifecycle. Covers how digital entities achieve stable, repeatable human visibility through established ongoing AI system engagement. Details baseline visibility metrics, sustained presence indicators, consistency requirements, and the stability conditions that confirm an entity has moved beyond experimental exposure to reliable, predictable visibility in AI-mediated discovery. Part of the AI Visibility Architecture (AIVA) framework documentation.

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