{"id":50684,"topic":"ai","source":"Route Fifty","title":"From pilot to proof: How revenue agencies can launch AI responsibly - Route Fifty","url":"https://www.route-fifty.com/artificial-intelligence/2026/07/pilot-proof-how-revenue-agencies-can-launch-ai-responsibly/415141/?oref=rf-homepage-river","url_hash":"eb956d7539a28733b82a649cd8dd608ea56012d3","author":"","summary":"<a href=\"https://news.google.com/rss/articles/CBMi4wFBVV95cUxPMWowNTJaSDVwbjF5WUwtM2RSZ3FMU0J3WS01NWxNYl90T1lQdlRsMkwzRW9zemxGUUxiLTFJZ0RJbUxwdktKalFGYXNpWm8wZXJSeU9FdkxCblR4VTRKRHV4ODd5UkE2TF9xcXc0bE1aQjVDZ1VHYmtsaGlnS2FQT3g3ekc4d2s5Z1dWVHNYV3RrLUxaXzJWY1NpY2ZfY0JSOTdGOFotTnAxX19jNnhLbDlpRExNNldrQjVNeFo4djdJZE1mNkRLWTg4SWV6dFpLUXFJX2ZuRnhnenZUeGQ0YzVyMA?oc=5\" target=\"_blank\">From pilot to proof: How revenue agencies can launch AI responsibly</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">Route Fifty</font>","content":null,"image_url":null,"lang":"en","published_at":"2026-07-31T14:00:00+00:00","fetched_at":"2026-07-31T14:15:04+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://www.route-fifty.com/artificial-intelligence/2026/07/pilot-proof-how-revenue-agencies-can-launch-ai-responsibly/415141/?oref=rf-homepage-river","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":502,"usable_text_length":502,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":502}},"news_item":{"id":50684,"canonical_url":"https://www.route-fifty.com/artificial-intelligence/2026/07/pilot-proof-how-revenue-agencies-can-launch-ai-responsibly/415141/?oref=rf-homepage-river","source_url":"https://www.route-fifty.com/artificial-intelligence/2026/07/pilot-proof-how-revenue-agencies-can-launch-ai-responsibly/415141/?oref=rf-homepage-river","title":"From pilot to proof: How revenue agencies can launch AI responsibly - 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