Content Moderation Layer for Community Apps
Drop-in moderation for comments, DMs and listings that flags spam, scams and abuse in milliseconds with per-category confidence.
The problem
Small apps get flooded with spam and scams, and enterprise moderation APIs are expensive and opaque.
The solution
A simple REST endpoint and SDK that classifies each piece of content into your own categories, auto-hides above a threshold and queues the rest for review.
Why now
Fast decision models make per-message moderation affordable, and app stores keep tightening UGC rules.
Who pays
Indie apps, marketplaces and communities with user-generated content but no trust & safety team
Market size
$9.8B (estimated addressable market)
Build plan
PROTech stack & AI models
- Jev for multi-label decisions
- Claude Sonnet 5.5 for appeal reviews
- Cloudflare Workers
- Review queue in Next.js
MVP scope (ship in 2-4 weeks)
- One endpoint, custom categories
- Review queue with keyboard shortcuts
- Appeals flow
- Per-category precision report
Pricing model
Free up to 10k items, then $0.50 per 1k items.
First customers & go-to-market
- Open-source the SDK
- Target Supabase and Firebase communities
- Write teardown posts of spam waves on popular apps