{"id":86989,"topic":"ai","source":"Construction Dive","title":"The hidden cost of bad data in construction’s AI race - Construction Dive","url":"https://www.constructiondive.com/spons/the-hidden-cost-of-bad-data-in-constructions-ai-race/830364/","url_hash":"61c5315974550387d93bd0cb4e66f58dca606eac","author":"","summary":"<a href=\"https://news.google.com/rss/articles/CBMioAFBVV95cUxQRTl4blI2OXZWaHhaSEV4Uy1EUzd6LU5DSC1NRW9NSlh6NVpBZC1iT0k0bGh6SE9NZURJX291Q2Z5akdPeDZFd2dkUXMwLUQ0NVdTelRoaWpoV3VNTVhkTEJiR1MySTZzU1g3bUpEUnljWTY1S3E5R0VsNWFON2taaWprc1REdGpZd19SRlpJTGlYYnY2ajFlR0Jqa1FaX1Nq?oc=5\" target=\"_blank\">The hidden cost of bad data in construction’s AI race</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">Construction Dive</font>","content":null,"image_url":null,"lang":"en","published_at":"2026-09-21T09:06:09+00:00","fetched_at":"2026-09-21T09:15:06+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.constructiondive.com/spons/the-hidden-cost-of-bad-data-in-constructions-ai-race/830364/","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":404,"usable_text_length":404,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":404}},"news_item":{"id":86989,"canonical_url":"https://www.constructiondive.com/spons/the-hidden-cost-of-bad-data-in-constructions-ai-race/830364/","source_url":"https://www.constructiondive.com/spons/the-hidden-cost-of-bad-data-in-constructions-ai-race/830364/","title":"The hidden cost of bad data in construction’s AI race - 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