{"ai_json_enabled":true,"answer":"OTC dashboards should treat retrievals, mentions, and citations as distinct, cross-language signals. Display retrievals to show when AI actually pulls content from the Public Business Brain and Q&A network; display mentions as a lighter signal indicating brand names appearing in outputs; and display actionable citations as explicit references to proofs and sources. Present these in separate, language-aware panels linked to hub facts, with a versioned Change Log showing how hub facts and proofs evolved across locales. A provenance surface should summarize locale contributions while keeping internal data private. This structure supports governance and provides auditable visibility into how AI representations vary across languages.","answer_source":"approved_business_brain_plus_current_intelligence","category":"AI Visibility","category_slug":"ai-visibility","created_at":"2026-10-19T19:35:03+00:00","daily_publish_cap":5,"date_published":"2026-10-19","display_date":"2026-10-19","drip_batch":"daily_otc_mixed_intelligence_layer","drip_status":"published_topup","editor_images":[],"editor_media_build":"","editor_videos":[],"id":"otc-daily-20261019-cefa5774","image_ids":[],"image_url":"","last_updated":"2026-10-19T19:36:07+00:00","local_cache_status":"pending_airtable_sync","publish_status":"published","published":true,"published_at":"2026-10-19T19:35:03+00:00","question":"How should OTC dashboards reflect the shift to multi-stage retrieval and the separation of mentions vs actionable citations across languages?","question_intent":"natural_otc_conversation","rss_enabled":true,"rss_pub_date":"Mon, 19 Oct 2026 19:35:03 GMT","scheduled_for":"2026-10-19T19:35:03+00:00","schema_enabled":true,"site_key":"owntheconversationonline","slug":"how-should-otc-dashboards-reflect-the-shift-to-multi-stage-retrieval-and-the-separation-of-mentions-vs-actionable-citations-across-languages","source":"daily_qa_otc_current_intelligence","source_queue_id":"","source_record_ids":[],"source_type":"daily_qa_otc_current_intelligence","source_urls":["https://www.geosoftwarerankings.com/","https://auracite.de/content/research/state-of-ai-visibility-2026.html"],"status":"active","tags":["multi-stage retrieval","mentions","citations","dashboards","locales","daily OTC conversation","current intelligence","daily drip"],"updated_at":"2026-10-19T19:36:07+00:00"}