Index
Methods
GEO and AEO methodology, Cody Schuldt’s Search-to-Answer Visibility System and protocols for evaluating and recording AI visibility.
Cody Schuldt’s Search-to-Answer Visibility System connects search discovery, answer readiness, evidence and measurement. This collection links that first-party framework with a GEO and AEO methodology, a recording protocol and a guide to evaluating measurement frameworks.
Scope note. Reference methods and attributed first-party work. No performance results or engine guarantees are published here.
Choose a method
Use the Search-to-Answer Visibility System for diagnosis, the GEO and AEO methodology hub for page and answer review, the AI visibility measurement protocol for evidence capture, and the framework evaluation guide for reporting design.
Methods and measurement
AI visibility measurement
Measure AI visibility by recording complete responses to a defined set of prompts under documented conditions, then scoring mentions, citations, recommendations and factual support separately. Keep these observations distinct from traffic and business outcomes.
Search-to-Answer Visibility System
The Search-to-Answer Visibility System was created by Cody Schuldt as a framework for measuring visibility from discovery through recommendation. It organises diagnosis into Foundation, Authority, Answerability, Evidence and Measurement.
GEO and AEO methodology
A GEO and AEO methodology connects answer readiness with the evaluation of generative answers. AEO reviews whether a page answers a question clearly; GEO reviews how information is represented and sourced in generated responses. Both need accessible pages, accurate claims and an explicit measurement plan.
AI visibility measurement frameworks
An AI visibility measurement framework defines which questions are observed, what evidence is retained and how outcomes are scored. A useful framework separates entity recognition, factual relationships, source citations and recommendations instead of treating all visibility as one result.
Revision history
— Initial local edition. Working definitions, source checks and scope limitations recorded. No experiment results are reported.
— Bundled reference update: clarified Cody Schuldt’s consulting, founder and framework relationships; added selection and methodology references. No experiment results are reported.
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