{"id":36372,"topic":"ai","source":"Notified","title":"How Brands Can Turn AI Search Visibility into Measurable ROI - Notified","url":"https://newsroom.notified.com/news/429257/how-brands-can-turn-ai-search-visibility-into","url_hash":"d66397f2dc8359752ed78ddf3533a9ce3f95f4d5","author":"","summary":"<a href=\"https://news.google.com/rss/articles/CBMikAFBVV95cUxPZTBuRXBQNlFZdHZURW5haFB6eWpBQ2xqa0diNENZYVc5S0RJcDNJVjd3b1otV0dCNzJIMXhBQUt3enNqWUtIX3VCTFVIUmdMRHRmOUtLcnp6alhGYmZYOUFMemFCc2F2OXBJY3gzVUhRTExPVFVyR3QwNkRyMks2aVhHSXRXVFFQTnJSeWpYa04?oc=5\" target=\"_blank\">How Brands Can Turn AI Search Visibility into Measurable ROI</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">Notified</font>","content":null,"image_url":null,"lang":"en","published_at":"2026-07-14T13:06:50+00:00","fetched_at":"2026-07-14T13:15:05+00:00","status":"read","starred":0,"extract_state":"failed","summary_auto":null,"cluster_id":null,"extract_retries":2,"extract_error":"trafilatura_none","contract_version":"news_item.v1","format_contract_version":"news_item_formats.v1","dedup_url":"https://newsroom.notified.com/news/429257/how-brands-can-turn-ai-search-visibility-into","quality_profile":{"profile_version":"extraction_quality.v2","bucket":"low","confidence":0.2,"failure_kind":"extractor_empty","retryable":false,"retry_after_attempts":0,"reason":"Low confidence: extractor returned no usable article text.","operator_guidance":{"severity":"warning","recommended_action":"use_summary_with_caveat","next_step":"Use the available summary only with a visible quality caveat.","operator_label":"Use summary with caveat","can_retry":false,"can_use_summary":true,"diagnostics_required":true},"content_depth":{"contract_version":"content_depth.v1","category":"summary_only","label":"Summary only","has_full_text":false,"has_summary":true,"content_length":0,"summary_length":381,"usable_text_length":381,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":381}},"news_item":{"id":36372,"canonical_url":"https://newsroom.notified.com/news/429257/how-brands-can-turn-ai-search-visibility-into","source_url":"https://newsroom.notified.com/news/429257/how-brands-can-turn-ai-search-visibility-into","title":"How Brands Can Turn AI Search Visibility into Measurable ROI - 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