AI in the UGC loop — the complete four-part series
All four parts of the series in one file, plus the UGC pipeline self-audit worksheet. Written for ecommerce marketing and ops leads.
The companion artefact to the "AI in the UGC loop" series. One AI moment per stage of the pipeline — ingestion, tagging, moderation, personalisation — with the bottleneck, what AI changes, the team impact, the one KPI, and three things to do this quarter.
Bundled with a self-audit worksheet: five scored questions per stage, out of 25, so you can find the weakest stage of your pipeline before you change anything.
Markdown so it imports cleanly into Notion, Google Docs, Linear, or any text editor. Free, no paywall.
What’s inside
- Part 1 — Ingestion: inbound capture + the net rights-cleared assets KPI
- Part 2 — Tagging: AI tagging + P75 time-to-tag
- Part 3 — Moderation: the three-tier review queue + SLAs
- Part 4 — Personalisation: the maturity ladder to 1:1 matching
- UGC pipeline self-audit worksheet — 20 questions, scored
Markdown· 14 KB
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