Memory Poisoning Detection

MemGuard Protection

Protect RAG systems from AgentPoison attacks with 100% detection accuracy. Comparison-based detection finds poisoned embedding clusters.

AgentPoison Attack Detection

Normal Embeddings

max_similarity: 0.18

Poisoned Cluster Detected

max_similarity: 0.95+

Key Insight: AgentPoison triggers look NORMAL in text but form tight clusters in embedding space (>0.95 similarity). MemGuard compares embeddings to detect these anomalous clusters.

Multi-Layer Detection Pipeline

1
Fast Path<1ms

Keyword patterns, cache lookup, entropy check

2
Embedding Analysis<5ms

Cluster detection, Mahalanobis distance

3
Pattern Detection<10ms

Perplexity scoring, ML classifier

4
Consensus Validation50-100ms

Multi-path LLM reasoning divergence

100%
Detection Rate
100ms
P95 Latency
<3%
False Positives
10K+
Requests/sec
Book a Demo

See EngramAI in Action

Get a personalized walkthrough of the Defense Layer Platform. See how we protect AI agents, RAG systems, and MCP servers with 100% detection accuracy.

What’s included:

Live platform walkthrough
Custom threat assessment
Integration planning
Pricing discussion
Q&A with engineering team

Perfect for:

Enterprise AI Teams

Secure your multi-agent workflows and RAG systems at scale.

Financial Services

Meet compliance requirements with cryptographic audit trails.

AI-Native Companies

Ship faster with confidence. Protect your AI infrastructure from day one.

Let’s Talk

Reach out to schedule your personalized demo

We typically respond within 24 hours

or
100%
Detection
<5ms
Latency
Enterprise
Ready