Detection & Response at the model level.
Other solutions treat AI as a black box. Realm Labs invented Deep Neural Inspection™ (DNI) based on years of AI research. DNI observes what happens inside the model before a response is generated, adding visibility and control at a deeper level.
Stop every AI failure. Across every model.
One detection layer. Three capabilities. Drops into your existing stack with no model changes.
Realm's proprietary technology reads AI's mind and measures its intent.
AI speaks natural language. AI doesn't think natural language. It thinks math. Deep Neural Inspection understands the math.
INSTRUMENTS
the model's hidden states.
INTERPRETS
the math.
ENFORCES
policies right where problems begin.
Built on the same interpretability research foundation used at Anthropic, Google DeepMind, and OpenAI.
The foundations are public science. Deep Neural Inspection is Realm's.
Three capabilities. One detection layer.
See every failure your monitoring is missing.
Score every prompt and every response, in 100+ languages, in real time. Surface the 90% of failures your evals, guardrails, and APM never catch.
Explore Prism →
Stop the unsafe response before it ships.
Intercept generations that break your brand, legal, compliance, or security policies before they reach the user. The only platform that detects and enforces at the model level.
Explore OmniGuard →
Govern every agent.
Tool authorization, agent identity, and full audit trails across every agentic workflow. Built for the security model your IAM stack was not.
Explore AgentRealm →How Realm sits in your stack.
Realm runs as a sidecar or via an AI gateway in front of any model provider or agent framework. It does not require you to swap your model, change your prompt, or re-architect your application. DNI runs against OpenAI, Anthropic, Gemini, and self-hosted models out of the same instance.
Where Realm sits.
In front of every model call. Inline. Real-time. No code changes.
- In
- prompt, tool calls, session metadata.
- Out
- allowed, blocked, or rewritten response, plus structured signal to your SIEM.
- Deployment
- SaaS, VPC, or fully on-prem.
Built for enterprise AI.
Realm Labs easily integrates into your AI applications, agentic frameworks, and AI gateways, supporting enterprise AI infrastructure without requiring any changes.
SELF-HOST OR AIR-GAP
Run Realm in your VPC, in your on-prem cluster, or fully air-gapped. No data leaves your boundary, ever.
EVERY MODEL. EVERY FRAMEWORK.
OpenAI, Anthropic, Gemini, self-hosted Llama, Mistral, Phi. LangChain, LlamaIndex, AutoGen, CrewAI, Semantic Kernel.
YOUR POLICIES, YOUR TAXONOMIES.
Bring your own hazard categories, regulatory definitions, and red-team test sets. Realm enforces them.
PURPOSE-BUILT FOR PRODUCTION.
Not a re-skinned LLM-as-judge. Not a pattern-matching gateway. Realm's detection layer was built from scratch for sub-100ms enforcement at production scale.
ENGINEER-TO-ENGINEER SUPPORT.
Direct Slack with the team that built it. No tier-1 ticket queue.
Compatible with modern AI and cloud infrastructure
Stop your next AI failure.
30-minute working demo. We bring the environment. You bring the hardest problem.