{
  "schemaVersion": 2,
  "locale": "en",
  "key": "guides",
  "kind": "index",
  "title": "AI visibility and GEO audit guides",
  "description": "Five guides to check brand presence, understand an audit, verify covered engines, size a budget and use results. Each guide leads to a sourced table. Reading order: measure, understand the audit, check engines, budget, act on results.",
  "canonical": "https://help4web.net/en/guides/",
  "reviewed": "2026-11-12",
  "affiliation": "Dated sources and documented limitations: see the data protocol and the legal notice.",
  "byline": "Mara Ellison",
  "sections": [],
  "rows": []
}
