WhiteBox runs every moderation decision through multiple AI models. When they agree, auto-moderate. When they disagree, send to a human. No more silent failures.
User posts: "Oh great, another update that breaks everything. Just kill me now."
One model flags this as self-harm. Another recognizes sarcasm. WhiteBox catches the disagreement and routes it correctly.
A product review in Spanglish mixing English and Spanish slang.
One model misclassifies it. Two others get it right. WhiteBox goes with consensus instead of trusting a single confused model.
User posts a heated but legitimate political opinion.
Two models say "allow," one says "hate speech," one says "flag." WhiteBox escalates to a human with the full breakdown.
Every run, every log-prob, every disagreement -- recorded. Replay any decision from its ID.
Auto-moderate user comments on your blog, news site, or forum. Catch toxic comments without over-censoring legitimate criticism.
Real-time moderation for messaging apps, dating platforms, and gaming chat. Sub-second decisions at scale with human escalation for edge cases.
Catch fake reviews, hate speech, and spam across your marketplace. Preserve authentic negative reviews while removing genuinely abusive ones.
Detect abusive language in customer support tickets. Route hostile messages to senior agents while keeping the queue moving.
Moderate user-generated posts on your community platform. Handle context-dependent content that single models routinely get wrong.
Catch toxic behavior in discussion threads. Distinguish between heated debate and genuine harassment with multi-model consensus.
| Feature | Single-model solutions | WhiteBox |
|---|---|---|
| Models | 1 proprietary model | 4+ models voting |
| Confidence | Self-reported (unreliable) | Consensus-based (measured) |
| Edge cases | Silent failures | Flagged for human review |
| Audit trail | No | Every decision logged |
| Categories | Fixed (their taxonomy) | Your categories, your rules |
| Human review | No built-in | Built-in queue with SLA |
| Pricing | $0.002-0.01/call | $0.01/decision |
20 free to start. No credit card.
That's 1,000 moderation decisions for $10.
20 free decisions. Then $0.01 each. The audit trail starts the moment you install.