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User Behavior Engine

Real-time toxicity detection, spam patterns, and abuse recognition. Part of the 3-in-1 Unified API. No GPU required. Protect users and improve platform experience.

☁️ 50-400
API Queries/Sec
🖥️ 3,000+
Local Queries/Sec
<0.1%
False Positives

Detection Capabilities

Three engines, one API

💬 Content Toxicity

Detect harassment, hate speech, threats, and toxic behavior in real-time. Understands variations: "u r trash" = "you are garbage".

Actions: Warn, Mute, Ban

🎯 Abuse Detection

Identify fraudulent patterns, policy violations, automated abuse, and suspicious behavior patterns.

Actions: Flag, Review, Ban

🤖 Bot Detection

Spot spam bots, fake accounts, and automated scripts through repetition patterns and action sequences.

Actions: Verify, Restrict, Ban

Why We're Different

Compared to ML-based solutions

Hiwosy™

✓ ☁️ 50-400 | 🖥️ 3,000+ q/s
✓ No GPU required
✓ <0.1% false positives
✓ Self-learning patterns
✓ 3-in-1 unified API
✓ On-premise available

Competitors

✗ ~1,000 msg/second
✗ GPU required
✗ 5-15% false positives
✗ Static models
✗ Single-purpose APIs
✗ Cloud only

API Endpoints

Simple REST API - integrate in 15 minutes

POST
/detect/chat
Check message for toxicity
POST
/detect/chat/batch
Batch toxicity check
POST
/detect/cheat
Analyze behavior for cheats
POST
/detect/bot
Check for bot patterns
GET
/player/{id}
Get user risk profile
GET
/stats
Detection statistics

Part of 3-in-1 Unified API

User Behavior Detection is included with every Hiwosy API key

🔍 Deduplication + 💾 Cache + 👤 Behavior = ONE API

Every query returns: Dedup status + Cache status + Toxicity level + Recommended action

ROI Example: 500K MAU platform
• Toxic user churn: 10% × 500K × $5 LTV = $250K/year lost
• Reduce toxicity by 50%: $125K saved
Contact us for pricing
Contact for Pricing

Integration Options

Works with any platform

🐍 Python SDK

Python client library. Simple integration with any backend. Async support included.

📦 Node.js Package

JavaScript/TypeScript client. Works with Express, Fastify, and any Node framework.

🌐 REST API

Simple HTTP endpoints. Works with any language or platform.

🔌 Webhooks

Get notified of high-severity incidents. Integrate with Discord, Slack, or custom tools.

30-Day Free Trial

Full Studio tier access. No credit card required. Integration support included.

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