{"id":88080,"topic":"ai","source":"ETF Trends","title":"How Personal AI Is Upending Consumer Business Models - ETF Trends","url":"https://www.etftrends.com/artificial-intelligence-content-hub/personal-ai-upending-consumer-business-models/","url_hash":"f290139669531f0ee190b2ed9c900a160b3e313f","author":"","summary":"<a href=\"https://news.google.com/rss/articles/CBMirAFBVV95cUxPN1UxTmhzYThZYnRLbFR1ZUlVb3BxYWlya0VuaF9VT28xQXFlbG9RZFE2RkRWYnlKd0lDakFoVXo5c2NJQzVWYzhTVE1yTzNaM1BKLWFTRzM3SXhKbklnaWV0dWJoMXlNV3pQdVZkMlpDNmxtMndVQ2R4VmZFSUJfeXZiSjRBVHhJRFMyZnJ5OC0tTWlYV2NLRVRkVjY4OERIcXUzeS1pZWhGZWU1?oc=5\" target=\"_blank\">How Personal AI Is Upending Consumer Business Models</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">ETF Trends</font>","content":null,"image_url":null,"lang":"en","published_at":"2026-09-22T12:30:18+00:00","fetched_at":"2026-09-22T14:15:04+00:00","status":"read","starred":0,"extract_state":"failed","summary_auto":null,"cluster_id":null,"extract_retries":2,"extract_error":"http_403","contract_version":"news_item.v1","format_contract_version":"news_item_formats.v1","dedup_url":"https://www.etftrends.com/artificial-intelligence-content-hub/personal-ai-upending-consumer-business-models/","quality_profile":{"profile_version":"extraction_quality.v2","bucket":"failed","confidence":0.0,"failure_kind":"http","retryable":false,"retry_after_attempts":0,"reason":"Low confidence: HTTP extraction failure (http_403).","operator_guidance":{"severity":"action_required","recommended_action":"manual_review","next_step":"Open diagnostics and review the original source manually before use.","operator_label":"Manual review","can_retry":false,"can_use_summary":false,"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":412,"usable_text_length":412,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"http_403","extract_retries":2,"content_length":0,"summary_length":412}},"news_item":{"id":88080,"canonical_url":"https://www.etftrends.com/artificial-intelligence-content-hub/personal-ai-upending-consumer-business-models/","source_url":"https://www.etftrends.com/artificial-intelligence-content-hub/personal-ai-upending-consumer-business-models/","title":"How Personal AI Is Upending Consumer Business Models - 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