{
  "url": "https://appliedfrontier.nl/en/research/signal-ea92da5c121ecb45/",
  "title": "How we built ChatGPT’s novel ad stack for user trust and relevance",
  "published": "2026-10-21",
  "excerpt": "Learn how OpenAI built ChatGPT’s LLM-powered ad stack to understand conversational intent, keep ads separate from answers, and deliver relevant ads at scale.",
  "content_sha256": "0303758bffddaa3ffe5b4c48b1bb2aefd425338dd8eac83b96b3204610a50299",
  "extracted_chars": 157,
  "artifact_links": [],
  "extraction_scope": "official_feed_metadata",
  "full_text_available": false,
  "feed_provider": "OpenAI",
  "id": "signal-ea92da5c121ecb45",
  "org": "OpenAI",
  "topic": "AI models",
  "source_kind": "provider_announcement",
  "status": "unreviewed-source-report",
  "analysis_method": "deterministic_research_triage_v2",
  "novelty_verified": false,
  "proof_checked": false,
  "peer_review_verified": false,
  "matched_terms": [
    "AI models"
  ],
  "checked_at": "2026-11-01T12:17:02+00:00",
  "first_seen": "2026-10-31T19:32:51+00:00",
  "source_hash": "d8efe54e345be504cf93731bbbe84b1a86eebcf7a843c8b1e65ebd085a91d616",
  "source_url": "https://openai.com/index/building-chatgpt-ad-stack",
  "language": "en",
  "indexing": "noindex_until_editorially_enriched"
}
