What is VGO
Definition, north star, operating loop, and how to start a VGO evaluation.
Read the framework
V1.0 Draft reading copy of v1.0.0-draft: definition, principles, metrics, integrity, governance, and contribution.
Start here
Specification
VGO Framework 1.0
Core specification: purpose, scope, seven pillars, layers, and extensibility.
Principles
Evidence, integrity, measurement, and the constraints that keep visibility trusted.
SEO, GEO, and VGO
How search optimization, generative visibility, and VGO relate without collapsing into one technique.
Terminology
Shared terms for trusted visibility, discovery surfaces, integrity, and poisoning.
Measurement
Metrics
Raw visibility, quality, integrity, and growth metrics, kept separate from composite scores.
Integrity
Integrity and Defense
Threat model, defensive lifecycle, guardrails, and integrity scoring principles.
Stewardship
Governance
Maintainer roles, decision model, neutrality, and versioning.
Contributing
How to propose definitions, metrics, research, and corrections.
Research
Research Agenda
Open, falsifiable questions the framework should keep testing.
Case Study Template
A reproducible format for baselines, interventions, results, and integrity review.
Roadmap
From the 1.0 foundation toward measurement, provenance, integrity, and multi-surface VGO.