{"ai_json_enabled":true,"answer":"Governance should implement measurable checks that tie AI outputs to your controlled knowledge surface. Use three signals: 1) retrieval logs showing that the AI pulled content from the Public Business Brain or connected Q&A; 2) a citation log within outputs that points to canonical proofs; and 3) an attribution trail indicating which hub facts were used in the answer. Enforce versioning and a Change Log, require cross-language mappings to reference the same fact_ids, and audit at defined cadence to catch drift. When outputs rely on the Digital Twin, you\u2019ll see direct citations and provenance; when they don\u2019t, you\u2019ll flag gaps for remediation and re-run scans to verify alignment.","answer_source":"approved_business_brain","category":"Control Centre and Management","category_slug":"control-centre-and-management","created_at":"2026-10-02T19:30:40+00:00","daily_publish_cap":5,"date_published":"2026-10-02","display_date":"2026-10-02","drip_batch":"daily_otc_mixed_intelligence_layer","drip_status":"published_topup","editor_images":[],"editor_media_build":"","editor_videos":[],"id":"otc-daily-20261002-6775c8c0","image_ids":[],"image_url":"","last_updated":"2026-10-02T19:31:59+00:00","local_cache_status":"pending_airtable_sync","publish_status":"published","published":true,"published_at":"2026-10-02T19:30:40+00:00","question":"How should governance ensure AI outputs actually rely on the Digital Twin vs generic AI output, with measurable checks?","question_intent":"natural_otc_conversation","rss_enabled":true,"rss_pub_date":"Fri, 02 Oct 2026 19:30:40 GMT","scheduled_for":"2026-10-02T19:30:40+00:00","schema_enabled":true,"site_key":"owntheconversationonline","slug":"how-should-governance-ensure-ai-outputs-actually-rely-on-the-digital-twin-vs-generic-ai-output-with-measurable-checks","source":"daily_qa_otc_business_brain","source_queue_id":"","source_record_ids":[],"source_type":"daily_qa_otc_business_brain","source_urls":[],"status":"active","tags":["governance","retrieval","citations","provenance","daily OTC conversation","core otc","daily drip"],"updated_at":"2026-10-02T19:31:59+00:00"}