{
  "kind": "answer",
  "studySlug": "citation-decay",
  "slug": "how-many-brands-have-truly-stable-ai-visibility",
  "title": "How many brands have truly stable AI visibility?",
  "description": "Very few. Only 13.2% of brands in the stability analysis qualify as very stable.",
  "lastUpdated": "2026-03-30",
  "lastTested": "2026-03-30",
  "sourceStudyUrl": "/trakkr-research/citation-decay",
  "sourceStudyTitle": "The Half-Life of AI Citations",
  "claimIds": [
    "citation-decay:very-stable",
    "citation-decay:brands"
  ],
  "relatedSlugs": [
    "answer:how-fast-can-ai-visibility-drop-after-a-peak",
    "answer:is-ai-visibility-more-volatile-than-traditional-search-rankings",
    "fact:brand-level-ai-presence-halves-in-about-thirty-one-days",
    "tracker:visibility-stability-tracker"
  ],
  "methodologySummary": "Built from 857,138 reports, 108,650 citations, 10,991 brands, and 8 tracked models across a 10-month observation window.",
  "limitations": [
    "Decay describes observed persistence, not the full causal mechanism behind why a citation disappears.",
    "Brand- and domain-level averages can hide very different retention patterns by query class or model.",
    "Some of the stickiest or most volatile domains come from niche query pockets and should be read as examples, not universal leaders."
  ],
  "keywords": [
    "citation decay",
    "AI half life",
    "AI citation persistence",
    "AI visibility churn",
    "stable AI visibility",
    "visibility stability"
  ],
  "schemaHints": {
    "pageType": "Article",
    "includeDataset": true
  },
  "question": "How many brands have truly stable AI visibility?",
  "directAnswer": "Rarely. Only 13.2% of brands in the stability analysis qualify as very stable.",
  "answerSummary": "The vast majority of brands experience moderate to highly volatile visibility states, meaning consistent AI presence requires continuous optimization rather than one-time efforts.",
  "keyFacts": [
    {
      "label": "Very stable brands",
      "value": "13.2%",
      "detail": "Only a small minority stay consistently present.",
      "claimId": "citation-decay:very-stable"
    },
    {
      "label": "Brands analyzed",
      "value": "10,991",
      "detail": "Brands covered in the broader longitudinal study.",
      "claimId": "citation-decay:brands"
    }
  ],
  "evidenceTable": [
    {
      "label": "Very stable brands",
      "value": "13.2%",
      "note": "Only a small minority stay consistently present."
    },
    {
      "label": "Brands analyzed",
      "value": "10,991",
      "note": "Brands covered in the broader longitudinal study."
    }
  ],
  "whyItMatters": "Operators must account for high volatility in AI citations when forecasting traffic and setting performance baselines, ensuring resources are allocated to maintain visibility rather than assuming permanent placement.",
  "whatToDo": [
    "Measure visibility as a moving system rather than a one-time citation snapshot.",
    "Refresh and monitor citation-driving pages on the cadence your models actually decay.",
    "Separate durable wins from temporary spikes to avoid overreacting to short-lived mentions."
  ],
  "faqs": [
    {
      "question": "What percentage of brands maintain very stable AI visibility?",
      "answer": "Only 13.2% of the 10,991 brands analyzed qualify as very stable."
    },
    {
      "question": "How should we adjust our measurement strategy for AI citations?",
      "answer": "Track visibility as a continuous moving system and separate durable wins from temporary spikes to accurately assess performance."
    }
  ]
}