{"type":"post","stable_id":"post:enterprise-ai-needs-an-evidence-ladder-from-adoption-to-accepted-work","slug":"enterprise-ai-needs-an-evidence-ladder-from-adoption-to-accepted-work","title":"Enterprise AI Needs an Evidence Ladder From Adoption to Accepted Work","description":"A product-operations case, a data-classification pipeline, and DORA framing illustrate three different evidence levels: usage, process change, and an accepted operational result.","retrieval_nugget":"Mixing those levels produces unsupported ROI claims. A defensible case names its baseline, review burden, acceptance boundary, and whether the metric is vendor-reported or independently observed.","published_at":"2026-08-14","updated_at":"2026-08-15","record_date":"2026-08-14","date_kind":"discovered_at","topics":["enterprise-ai","evals","workflow"],"entities":["Mozilla","Pinecone","DORA"],"source_urls":["https://blog.mozilla.ai/using-octonous-as-a-product-operations-manager","https://pinecone.io/learn/aws-classification","https://dora.dev/insights/balancing-ai-tensions"],"source_format":"article","editorial_timing":{"lane":"regular_hourly","scheduled_at":"2026-08-22T15:00:00+03:00","real_news_delta":"owner-selected cross-source synthesis"},"origin":{"basket_id":"5854f7b2-5954-4d2a-8997-81596a49da74","basket_revision":1,"target_kind":"synthesis","target_id":"9bd8f474-d5d7-443f-99e9-e5b9d833bb72","owner_selection":"45-68 long-tail synthesis","route":"hermes"},"visual_decision":{"outcome":"text_only","status":"not_applicable","reason_code":"concise_text_sufficient","owner_reviewed":true,"reviewed_by":"owner-and-codex"},"schema_version":"newruntime-agent-readable-v0.2","status":"published","visuals":[],"routes":{"html":"https://newruntime.com/posts/enterprise-ai-needs-an-evidence-ladder-from-adoption-to-accepted-work/","markdown":"https://newruntime.com/posts/enterprise-ai-needs-an-evidence-ladder-from-adoption-to-accepted-work.md","json":"https://newruntime.com/posts/enterprise-ai-needs-an-evidence-ladder-from-adoption-to-accepted-work.json"}}