Securing AI from Within

Go beyond guardrails. Gain a deeper understanding of your AI’s decision making process for inside-out control on outputs.
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Recognized by leaders in AI and enterprise
Ride-Sharing Leader
Big 3 Management
Consulting Firm
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The hidden cost of black-box AI

Most AI systems are a black box. They pass evaluations and policy checks, but once deployed, misbehaviour is difficult to trace or control.

In production, uncertainty has real consequences.

Erosion of User Trust

Unpredictable Model Behavior

Undetected Security Issues

Increased Brand Risk

Making AI observable, trustworthy, secure

Realm Labs makes AI systems transparent, observable, and reliable by measuring AI's internal mechanisms to observe, detect and prevent misbehaviours.
Detect Problematic Thoughts
See signals of hallucination, misbehaviour, or policy violations inside the model during inference,  before they surface as bad outputs.
Intervene Before Impact
Take action in real time by blocking, redirecting, or correcting model behavior before it reaches users or downstream systems.
Explain & Audit Decisions
Understand why a model behaved a certain way by inspecting internal decision pathways, enabling explainability, audits, and compliance reviews.
Deploy with Confidence
Move from experimental deployments to production-scale AI with visibility and control that supports governance, reliability, and enterprise trust.
AI interface displaying a user input asking to explain how to bypass security protocols, flagged with a red alert 'Policy Risk Detected,' and risk meters showing concerns for Weapons, Policy Violation, Refusal, Violence, and Profanity.
User input requesting internal employee records triggers detection of policy violation with options to alert, block, re-route, or re-prompt.
Dashboard showing top failure types with RAG Failure, Prompt Injection, and AI Uncertainty, total failures of 4,423 with a 4.17% decrease, and recent high-severity failures listed.
Logos of top cloud providers: AWS, Google Cloud, Azure; top computer vision companies: Imagga, Fireworks AI, Clarifai; top human brand companies: JLL, Gemini, Meta, OpenAI, Replika, Magic Leap; top AI chat assistants: CrewAI, Hugging Face.

A unified platform for AI inspection and control

Realm combines Deep Neutral Inspection with enforcement and observability tools in a single platform. Built for production environments with low-latency deployment on-prem or across AWS, GCP, and Azure.
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Testimonials

Helping enterprises deploy AI with confidence

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See how Realm makes AI observable, controllable, and production-ready.
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