{
  "slug": "ai-visibility-report",
  "name": "AI visibility report",
  "aliases": [
    "AEO report",
    "Answer engine report",
    "AI citation report",
    "AI search standing"
  ],
  "audience": "SEO lead",
  "job": "Show whether answer engines cite you, for which prompts, and how that standing compares to rivals, per engine, not blended.",
  "cadence": "Weekly",
  "summary": "The answer-engine index: citation rate and share of voice against tracked rivals, the URLs actually cited, the prompts where you appear and the prompts where a rival does instead, cut per engine, because one blended number hides an engine you are absent from. This is the R3 report, and it is strictly separate from Google's on-SERP AI Overviews, which is a different surface measured a different way.",
  "headline": [
    "ai-citation-rate",
    "ai-share-of-voice",
    "ai-citation-count"
  ],
  "diagnostic": [
    "ai-mention-share",
    "ai-mention-count",
    "cited-page-citation-count",
    "prompt-citation-count",
    "prompt-citation-share",
    "prompt-mention-share",
    "ai-avg-citation-position",
    "ai-competitive-rank",
    "ai-citation-category-mix",
    "prompt-share-of-voice-score",
    "ai-positive-sentiment-rate"
  ],
  "guardrail": [
    "prompt-share-of-voice-share",
    "ai-negative-sentiment-rate",
    "ai-answer-presence-score",
    "real-noise-verdict"
  ],
  "sources": [
    "ai-visibility"
  ],
  "skills": [
    "aeo-audit",
    "ai-visibility-pulse",
    "ai-citation-monitoring",
    "ai-prompt-coverage-gaps",
    "competitor-deep-dive"
  ],
  "rungs": [
    "R3",
    "R4"
  ],
  "questions": [
    "Does ChatGPT cite us, and for what?",
    "What is our share of voice in AI answers?",
    "Which of our pages get cited most?",
    "Which prompts do we not appear in at all?"
  ],
  "workflows": [
    "citations-by-page",
    "prompts-that-cite-us",
    "ai-platform-scorecard",
    "ai-rivals-benchmark",
    "ai-intent-heatmap",
    "llm-segment-sweep",
    "search-strong-ai-silent"
  ],
  "caveats": "Everything here is measured against a monitored prompt set, not all AI traffic, the prompt set defines the ceiling, so state its size. Citation rate and mention rate are different measures with different denominators, and share of voice weights citations above mentions, so the three will not reconcile arithmetically. Engines vary day to day on the same prompt; read the trend over weeks, not one run. Sentiment is instrumented for mentions only and does not yet cover positioning fidelity.",
  "verification": "verified",
  "lastVerified": "2026-08-04"
}