Review Moderation & Content Quality

Hospitality · 2020-Present

PublicRepresentative · synthetic data
GUESTwrites reviewPIPELINEclassify · bandPUBLISHEDautoHELDfor reviewMODERATORresolvesPUBLISHEDor rejected
Live diagram - clean reviews auto-publish; a held review recovers through the moderator back to published or rejected.
  1. 1

    Guest to moderator

    A guest submits a review in their own language. Language detection, the deterministic policy engine and the topic lexicon run first, all at $0, establishing a cheap and explainable backbone before any model is called. A classifier then emits a verdict and a confidence, and for anything destined to be held or rejected a reviewer-bound reason is generated. The four-band router maps the result to an outcome, downgrading low-confidence auto-decisions to a human review.

    A clean, confident review is published instantly. An uncertain one lands in the moderator queue with the AI's reason attached, and a clearly harmful one is rejected. The moderator resolves the held items, and the audit trail records who did what - closing the loop between the automated decision and the human one.