KalGuard: Real-Time AI Security & PII Redaction
An in-depth guide to KalGuard — how it protects your AI pipelines from prompt injection, data leaks, and compliance violations in real time.
Introduction
As AI applications move into production, security becomes paramount. KalGuard is Infrarix's real-time AI security layer that scans, detects, and redacts sensitive information before it reaches — or leaves — your AI models.
Whether you're building a customer-facing chatbot or an internal AI assistant, KalGuard ensures compliance with GDPR, HIPAA, and SOC 2 requirements without adding significant latency to your pipeline.
The Problem
AI applications face unique security challenges that traditional WAFs and input sanitizers don't address:
- Prompt injection attacks: Malicious inputs that manipulate LLM behavior
- PII leakage: Users accidentally submit SSNs, credit cards, or health data
- Data exfiltration: LLM responses that inadvertently expose sensitive training data
- Compliance violations: Failure to redact PII before logging or storage
- Jailbreak attempts: Inputs designed to bypass safety guardrails
How KalGuard Works
KalGuard operates as a transparent middleware layer in your AI pipeline with three processing stages:
1. Input Scanning
Every request is analyzed in real-time using pattern matching, ML classifiers, and contextual analysis. KalGuard identifies 50+ PII entity types including emails, phone numbers, SSNs, credit card numbers, API keys, and health records.
2. Threat Detection
Advanced classifiers detect prompt injection patterns, jailbreak attempts, and adversarial inputs. KalGuard maintains a continuously updated threat signature database.
3. Redaction & Response
Detected PII is redacted in-place with configurable replacement tokens. Threats are blocked or flagged based on your security policy. All actions are logged for audit purposes.
Quick Start
curl -X POST https://api.infrarix.com/v1/kalguard/scan \
-H "Authorization: Bearer YOUR_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"text": "My SSN is 123-45-6789 and email is john@example.com",
"actions": ["redact"],
"entities": ["ssn", "email"]
}'Response:
{
"redacted": "My SSN is [SSN_REDACTED] and email is [EMAIL_REDACTED]",
"entities_found": [
{ "type": "ssn", "confidence": 0.99, "start": 10, "end": 21 },
{ "type": "email", "confidence": 0.98, "start": 32, "end": 48 }
],
"threats": [],
"latency_ms": 4.7
}SDK Integration
TypeScript
import { KalGuard } from '@infrarix/kalguard'
const guard = new KalGuard({ apiKey: process.env.INFRARIX_KEY })
// Scan before sending to LLM
const result = await guard.scan(userInput, {
actions: ['redact', 'block_threats'],
entities: ['all'],
})
if (result.threats.length > 0) {
return { error: 'Input blocked for security' }
}
// Safe to send redacted text to your LLM
const llmResponse = await openai.chat(result.redacted)What KalGuard Detects
| Category | Entity Types | Accuracy |
|---|---|---|
| Personal | Name, DOB, Address, Phone | 99.2% |
| Financial | Credit Card, Bank Account, SSN | 99.7% |
| Health | Medical Record, Insurance ID | 98.9% |
| Technical | API Keys, Passwords, Tokens | 99.5% |
| Threats | Prompt Injection, Jailbreak, XSS | 99.1% |
Compliance Support
KalGuard helps you meet requirements for:
- GDPR: Automatic PII detection and redaction for EU data subjects
- HIPAA: PHI detection and compliant handling of health information
- SOC 2: Comprehensive audit logging of all security events
- CCPA: Consumer data identification and deletion support
- PCI DSS: Credit card data detection and masking
Performance
| Metric | Value |
|---|---|
| Median scan latency | <8ms |
| Detection accuracy | 99.7% |
| False positive rate | <0.1% |
| Entity types supported | 50+ |
| Max input size | 100KB |
Frequently Asked Questions
Does KalGuard store scanned data?
No. All scanning happens in-memory and data is never persisted. Audit logs contain only metadata, not the original content.
Can I customize detection rules?
Yes. Enterprise plans support custom regex patterns, entity definitions, and threat signatures.
Does KalGuard work with streaming responses?
Yes. KalGuard supports streaming scan mode for real-time redaction of LLM output streams.
Get Started
Secure your AI pipeline today. Explore KalGuard on our Products page or check out the comparison with VigilanceAI.