Abhishek Saxena
Systems/06 · Content Integrity
VI06 / 08

Content Integrity

Moderation and quality intelligence for user‑generated content at high volume.

Hospitality group2020 – presentDocs openDemo by arrangement
RoleArchitect
Built forHospitality group
StackMulti‑label classifiers · Quality scoring · Confidence gate
What is realReal architecture
DataSynthetic reviews

Walkthrough

01 · public
00:0005:30

A guided walkthrough of the Content Integrity demo on synthetic data: how the flow runs end to end and how the console is operated. Recording in progress; the chapters outline what it covers.

Chapters
  • 00:00The consumer campsite site
  • 01:10Writing a review · pipeline verdict
  • 02:40Behind the scenes · cloud vs OSS trace
  • 04:05CRM reviewer queue
  • 05:30Admin: rules, topics, roster

Live demo

03 · by arrangement
Signed out

Run the Content Integrity demo.

A downscaled reimplementation of the production system on synthetic data, with a console and an inspector. Credentials are issued personally and expire.

What you will be able to do
  • iWrite a review and watch the verdict
  • iiOpen the reviewer queue
  • iiiChange a rule and re‑run

What is real here

04 · reality contract
Architecture

Real architecture. The design, models and control flow are the ones that ran in production, rebuilt at a scale one machine can run.

Data

Synthetic reviews. No customer data anywhere; generated sets that reproduce the real distributions.

Integrations

Publishing simulated. Stand‑ins are labelled as stand‑ins, in the demo and in the docs.