{"found":true,"collection":"patterns","library_url":"https://www.grokbotdb.com/library/pat.hire-a-cost-auditor","generated":"2026-09-06T05:32:11Z","citation":["Quote the record id and its source_url (or provenance if there is no URL).","Include last_verified or observed_at when present. Do not present an old date as current.","If tier is community and confidence is low, say so. Do not launder it into a fact.","If the database does not hold the answer, say that. Do not invent Grok Bot product claims.","Contradictions are data: when conflicts_with is present, report both records rather than picking a favourite.","Deprecated and removed records stay visible. They are history, not current guidance."],"record":{"id":"pat.hire-a-cost-auditor","name":"Install a cost auditor rather than writing one","category":"cost","problem":"A large roster makes a manual cost audit daunting enough to be postponed indefinitely.","technique":"Install a published cost-control template: one that hunts for token-burning inefficiency across a fleet, one that isolates the specific repeating job consuming usage, and one that looks for the cheapest same-quality path.","why_it_works":"The audit is mechanical, so a template can do it, and the directory already has this genre.","when_to_use":"When the manual audit is too large to start.","when_not_to":"Without vetting the template first.","manual_ref":"4.3","evidence":"documented","source_url":"https://grokbotguide.com/","related":["pat.vet-an-installed-template","pat.audit-routines-across-bots"],"confidence":"medium","first_seen":"2026-09-03","last_verified":"2026-09-03"}}