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Agents often stall before production: security and compliance need proof, not demos. Vijil turns that into measurable trust, systematic evaluation, runtime protection, and a feedback loop from real behavior. Trust Score summarizes how an agent performs across reliability, security, and safety; so reviews can reference evidence instead of opinions. Under that umbrella, Diamond probes behavior in depth, while Dome enforces guardrails at runtime.

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How Vijil Measures Trust

DimensionQuestionLearn more
ReliabilityDoes the agent do the right thing, consistently, under stress?Reliability
SecurityCan it resist abuse and protect sensitive data?Security
SafetyDoes it stay within policy and avoid harmful outcomes?Safety
Start with the full model in Trust Score.

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Build, Ship, Run, Evolve

Agent prototypes are everywhere—but most don’t make it to production. To scale AI, enterprises face a critical choice: ship fast or ship resilient.
  • Agent prototypes are everywhere—but most don’t make it to production
  • Shipping fast increases failure rates and elevates risk; without objective trust evidence, agents are in security limbo
  • Generic red-teaming and guardrails don’t ensure agents are safe for their specific context
  • Failure insights don’t feed back into development, leaving the trust gap open
Vijil lifecycle: Ship with Diamond, Run with Dome Vijil Diamond Automates evaluation based on custom bespoke policies for business context and personas. Turns ‘is this safe?’ into an answerable question with an audit-ready Trust Score. Vijil Dome Enforces policies to protect and monitor agents at runtime through embedded guardrails, blocking attacks in real-time and logging detailed telemetry.

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Continue with Vijil

Pick where you work and what you need next:

Concepts

You want the mental model - Trust Score, evaluation components (Harness, Scenarios, Probes), and Defense (Guards, Guardrails, Detectors).Start here → Trust Score, then explore this tab for deeper topics and the Glossary.

Agent Owner's Guide

You use the Vijil console to register agents, run evaluations, configure Dome, and report to stakeholders.Start here → Get started in the console.

Agent Developer's Guide

You integrate Vijil via SDKs & APIs, CI/CD, frameworks (e.g. LangChain, ADK), and production wiring.Start here → Developer introduction and installation.

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Quick Resources

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Coming Soon

Two additional products are currently in development and will expand the Vijil platform:

Depot

A catalog of hardened models and building blocks—guardrail models tuned for agent safety, hardened LLMs optimized for specific tasks, and pre-validated components that reduce months of security work to days.

Darwin

Continuous improvement powered by reinforcement learning over production telemetry. Darwin learns from real-world failures, edge cases, and behavior drift to keep your agents resilient over time.
Last modified on April 15, 2026