Runtime AI Observability and Control

Realm Labs pioneered production-grade AI interpretability in the form of Deep Neural Inspection™ (DNI). It reads AI's intent, emotions, and thought patterns at runtime, providing ground-truth, realtime, and actionable insights not visible to others.

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See Inside the AI's Brain →

Visualization of a digital neural network with the question 'How can I bypass office security protocols?' flagged as Cyberattack, AI refusal, and Illegal behavior.

The MRI for AI

Deep Neural Inspection™ maps different parts of an AI's brain to their individual functions and detects brain activity during inference. Other tools watch the output and react after the fact. DNI™ watches the model itself, catching drift, manipulation, and silent failures while they are still inside the inference loop.

A comprehensive platform for observability, trust, and security

DNI™ integrates with any chatbot, copilot, or agent and surfaces failures, violations, and bad actions before they happen.

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PRISM

Runtime AI Observability

Real-time tracing for AI requests and responses.
Detect over 10,000 signals like hallucinations and low-quality responses.
Deliver each token on spec, on budget, and on time.

OMNIGUARD

Runtime AI Enforcment

Best-in-class defense against Jailbreak and Prompt Injection.
Enforce compliance with EU AI Safety Act, OWASP Top 10, FINRA.
Real-time actions like block, redact, reroute with custom policies.

AGENT Realm

Agent Discovery & Protection

Track agent actions and decisions comprehensively.
Prevent prompt injections and unsafe actions proactively.
Manage agent permissions at a detailed level.

How Realm sits in your stack

Realm runs as a sidecar or an AI gateway that easily works with your existing models, frameworks, and harnesses. DNI™ inspects against OpenAI, Anthropic, Gemini, and self-hosted models out of the same instance.

Self-Host or On-Prem Deployment

Run Realm in your VPC, in your on-prem cluster, or fully air-gapped. No data leaves your boundary, ever.

Works Across Modalities and Languages

Realm supports text, voice, and image modalities as well as 100+ global languages with high accuracy

Custom Policy & Detection Controls

Define and enforce policies aligned to your regulatory and business requirements.

Optimized for Latency & Accuracy

Works in <50 ms across modalities for minimal impact on production deployments.

Forward Deployed Collaboration

Partner directly with Realm Labs’ technical team and Forward Deployed Engineers for 24/7 support.

Compatible with modern AI and cloud infrastructure