RUNTIME AI OBSERVABILITY AND ENFORCEMENT

We Stop AI Failures

Ship AI innovation. Leave the liability behind.

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Production AI fails all the time.

Detected

The failures your users already complained about.

Undetected

The failures your monitoring, your evals, and your guardrails never see.

Eight ways your AI silently fails.

Hallucinations & speculations

Prompt injections & jailbreaks

Brand damage & competition praise

Sensitive data leakage

Manipulation & sycophancy

Goal misalignment & stuck-in-a-loop

Tool abuse & privilege escalation

Bias amplification & unauthorized advice

Evals, red-teaming, and guardrails cannot stop production failures.

AI Detection & Responsepowered by DNI^TM

Realm Labs brings DNI™ in a unified AI Detection & Response platform to observe and secure your AI applications. Built for production environments with low-latency. Deploy on-prem or across AWS, GCP, and Azure.

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THE TECHNOLOGY

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.

Read the technology paper →

DETECT, RESPOND, IMPROVE

We stop AI failures before they cost you.

One platform for runtime observability and enforcement across your AI stack.

DETECT

3,000+ unique signals across Trust & Safety, Security, and Product Quality. Every prompt. Every response. In real time.

RESPOND

Block harmful responses, re-route, or re-prompt at the gateway. In front of OpenAI, Anthropic, Bedrock, Vertex, and self-hosted models. Let your AI stay fast and cheap, with controls only where you need them.

IMPROVE

Token-level explainability. Trace every decision. Find the bottleneck and fix it. The only platform that scores 100% of production traffic, not sampled evals.

Make AI reliable, trustworthy, and secure.

PROTECT YOUR BRAND

Ensure brand and compliance alignment.

A major fast-food chain pulled its AI drive-thru after a customer ordered 18,000 bottles of water.

A major parcel-delivery company's chatbot swore at a customer and trashed its own company in a poem.

Public AI failures erode trust overnight.

73%

of users abandon a product after one bad AI experience.

1,000+

AI regulations underway globally.

DRIVE ADOPTION UP

Build applications that delight users.

Most AI deployments stall in pilot. The product team can't tell what's actually going wrong, and the security team won't sign off on what they can't see.

Realm gives you the visibility to ship and the controls to iterate.

95%

of GenAI pilots fail to deliver measurable P&L impact (MIT NANDA, 2025).

SAVE COSTS

Get higher return on investment.

A Fortune 50 mobility platform burned its annual AI budget in three months.

End users hit Claude limits daily, without warning, without controls.

Loops, recursion traps, and verbose outputs compound into untraceable cost.

4×

is how fast inference costs typically overrun forecasts.

Ship innovation fast. Without compromise.

Realm Labs helps enterprises make AI secure and trustworthy, improve product quality, and save costs.

Realm Labs, with its runtime monitoring and visibility into how AI is thinking, piqued our interest in how this could establish a foundation for better analyzing and classifying intent (both the harmful and the benign) to better secure it.

Anthropic

ANTHROPIC

Helping Anthropic harden its prompt-injection defenses.

FORTUNE 50 RIDE-SHARING PLATFORM

Helping the customer chatbot stay compliant, safe, and on-brand. 40 million messages per day.

BIG 3 MANAGEMENT CONSULTING FIRM

Helping reduce user churn by improving response and data quality on the internal enterprise chatbot.