AI Comment Moderation Console

Pivot Bureau · comment classification → SOP routing → human review
engine: — Demo · synthetic data · Meta actions simulated via a Graph-API-shaped adapter
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Human review queue

SOP & policy

Audit log & Graph-API activity

How this works — stated honestly. Classification is a real, live LLM call (Gemini 2.5 Flash-Lite or Claude Haiku; a transparent rule-based engine runs when no key is set). Every hide / reply / like is expressed as a real Meta Graph API call (correct method, endpoint & params) but simulated here — no Page token or app review needed to run the demo. Drop in a Page access token and the identical calls go live.