{"ai_json_enabled":true,"answer":"Caching can mean an AI cites old content without a fresh server fetch at query time. In that case the Digital Twin cannot record a request that never reached its infrastructure. That\u2019s why we treat discovery, retrieval, visible citations and confirmed referrals as separate signals rather than treating any single signal as definitive. If you see a retrieval with a visible citation or a confirmed referral, that\u2019s stronger than a bare retrieval; rely on trends over time to interpret what happened instead of judging on one event.","answer_source":"approved_parent_and_related_qas","category":"AI Visibility Scan","category_slug":"ai-visibility-scan","created_at":"2026-10-05T19:40:40+00:00","daily_publish_cap":3,"date_published":"2026-10-05","display_date":"2026-10-05","drip_batch":"daily_conversation_breadcrumb","drip_status":"published_topup","id":"conv-daily-20261005-9a560561","image_ids":["supplyonly-category-image-011","supplyonly-general-image-060","supplyonly-general-image-076"],"image_url":"","last_updated":"2026-10-05T19:40:46+00:00","local_cache_status":"pending_airtable_sync","publish_status":"published","published":true,"published_at":"2026-10-05T19:40:40+00:00","question":"How can I trust AI signals when caching may show old data?","question_intent":"conversational_followup","rss_enabled":true,"rss_pub_date":"Mon, 05 Oct 2026 19:40:40 GMT","scheduled_for":"2026-10-05T19:40:40+00:00","schema_enabled":true,"site_key":"supplyonlydt","slug":"how-can-i-trust-ai-signals-when-caching-may-show-old-data","source":"daily_qa_drip_conversational_followup","source_queue_id":"","source_record_ids":[],"source_type":"daily_qa_drip_conversational_followup","source_urls":[],"status":"active","tags":["conversation follow-up","daily drip"],"updated_at":"2026-10-05T19:40:46+00:00"}