AI-powered moderation for communities
Detection is cheap.
Manual review is not.
Our AI detects harmful content and handles most cases. Your community resolves close calls and disputes — no expensive moderators needed.
Moderation that scales — AI + Community Notes
The same model used by
The Problem
Detection isn't the bottleneck anymore. The real cost comes from review.
AI can flag hate speech, spam, NSFW content, and policy violations at scale. But deciding what to do with borderline content — and handling user disputes — still requires expensive human moderators.
Where moderation budgets actually go
Based on public transparency reports from Meta, TikTok, YouTube, and X Corp., and industry operational benchmarks.
The Cost Reality
Expert review costs 500–1,000× more than AI detection.
In most systems, 60%+ of flagged content is routed to expensive expert reviewers. Community review handles the same cases — for virtually nothing.
Other Solutions
Open Notes
Per item
Automated detection
~$0.002
~$0.002
Per item
Human review
$0.50–$3.00
Traditional Experts
~$0
Community
1M items
/ mo
Close calls & disputes · 60% of queue
$300K–$1.8M
N/A
Community
Total
~$302K–$1.8M
~$2K
The Solution
Three things no other solution can do together
Accuracy, efficiency, and user trust — at 90% lower cost.
Best-in-class detection
Our AI matches the best commercial solutions — 90%+ accuracy on clear violations, applied in real time at any scale.
@spambot_99 · just now
Buy 10K real followers for $5 — DM me now 🔥
Spam detected · 97% confidence
Efficient review of close calls
Borderline calls and disputes go to the community — resolved quickly, for a fraction of the cost.
Long-time member
RemoveSkeptic
RemoveMod volunteer
RemoveNew user
KeepPower user
RemoveConsensus forming...
Outcomes your users trust
Close calls are decided when people who often disagree reach the same conclusion — so it's not just one person or side's opinion.
Removed
Cross-community consensus
Agreed by members who often disagree
Built Different
Not just another AI mod tool
Text, image & video
Text, images, and video — detected and reviewed in one system.
"Buy followers cheap — DM now 🔥"
Flagged
promotional_banner.jpg
Flagged
viral_clip_432.mp4
FlaggedFlashpoint detection
Beyond spam and harmful content, we detect spiraling debates and toxic conflict before they explode.
@jmendez
3 min ago · 4.1K views
The devs completely ruined this game with the latest update — total cash grab.
Boycott them, spread the word!!
Everyone review bomb NOW
Company is done fr 🔥🔥🔥
Flashpoint detected · escalating fast
Resistant to brigading
Voting can be gamed. Bridging can't — it resolves towards agreement across opposing sides, not just raw votes.
Pure vote
Gameable97% remove — coordinated pile-on
With bridging
Trusted"This is a quote criticizing the statement — not an endorsement."
Agreed across opposing sides
Product
Works with your existing stack
API
Plug into your moderation pipeline and reduce what gets sent to review queues.
Discourse Plugin
Install in minutes. Automatically handle flagged posts and disputes with Community Notes.
Moderation that scales. Costs that don't.
AI detection + community review, at a fraction of the cost.
Open Notes Blog
Insights on community moderation, trust & safety, and building better online spaces.