VIJIL DEPOT
Toughen agents during development with hardened LLMs, guardrails, and MCP proxy
Gartner Cool Vendor 2025
CB Insights Most Innovative Startups 2025
Problem
Your enterprise customers don't trust your AI agents.
You've built a powerful agent for a mission critical role: recruiting, insurance, legal, healthcare, or finance. But your enterprise buyers are asking questions you can't answer.
Reliability
Your customer's business owner asks: "How do I know when the agent will hallucinate? Can you give me test results not benchmarks and reassurances?"
Security
Your customer's CISO asks: "How well does your agent resist jailbreaks and prompt injections? Do you have proof, not bolt-on guardrails and crossed fingers?"
Safety
Your customer's GRC team asks: "Does your AI agent meet EU AI Act, NIST AI RMF, and our org-specific policies? Can you generate evidence automatically, or do you expect us to do the heavy lifting?"
Without trust, 95% of AI agents fail to reach production.
Enterprises deploy trusted agents 4x faster using Vijil
Vijil's trust infrastructure makes agents reliable, safe, and secure for enterprises
Toughen your agents for the real world with Vijil
vijil DEPOT
VIJIL DEPOT
Start secure instead of starting over
Don't waste 6 months fine-tuning vanilla models for security. Depot provides hardened components so you can build trusted agents in weeks, not quarters.
- Hardened LLMs: Prompt-injection-resistant models (industry-leading scores)
- Production guardrails: Catch unsafe inputs and outputs before incidents
- Agent templates: Pre-configured for reliability, security, and compliance
- ✓ Skip months of R&D: Start with models already hardened against attacks
- ✓ Proven security: Components tested against 1,000+ attack vectors
- ✓ Drop-in: Works with your current framework (LangChain, CrewAI, Google ADK)
Get to production faster by shortening time-to-trust by 75%.
vijil diamond
VIJIL diamond
Test your agents before you trust your agents
Stop scrambling to answer security questionnaires 6 months into deployment. Diamond catches trust issues during development—so you pass enterprise security reviews in weeks, not months.
- Tests your entire agent system (LLM, tools, MCP gateway, delegated agents)
- Generates custom tests based on YOUR users, policies, and workflows
- Runs continuously—during development AND in production
- Deploys on-premises to keep your prompts and data private
- ✓ Context-specific: Tests scenarios specific to your industry (not generic checklists)
- ✓ Continuous: Validates trust throughout the lifecycle (not just pre-launch)
- ✓ System-level: Catches failure modes that point solutions miss
- ✓ Enterprise-ready: GA today with full support
vijil dome
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VIJIL Dome
Defend agents in production
Your agents passed pre-deployment testing. Now make sure they stay trustworthy in production under hostile conditions.
- Multi-layer defense: Pattern matching + ML classifiers + embeddings + LLM-as-jury
- Real-time protection: Blocks unsafe inputs and outputs (without slowing your system)
- Continuous enforcement: Every interaction is checked—no gaps in coverage
- ✓ Industry-leading accuracy: Dramatically fewer false positives and false negatives
- ✓ Production-grade speed: Safety checks in 17ms (doesn't degrade user experience)
- ✓ Enterprise-ready: GA today with audit trails, compliance reporting, and support
vijil Darwin
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VIJIL Darwin
Evolve self-healing agents
Most security tools test once and hope nothing breaks. Darwin continuously improves agents to make them more resilient—adapting to attacks observed in production data to strengthen defenses automatically with reinforcement learning.
- Learn from production: Observes real attacks, edge cases, and policy violations
- Strengthen automatically: RL algorithms reinforce safe behaviors, weaken risky ones
- Verify improvements: Updated agents tested to confirm increased resilience
- Deploy hardened versions: Continuously improved agents return to production
- ✓ Adaptive security: Agents evolve to handle novel threats (not static defenses)
- ✓ Reinforcement Learning: Hardens based on real-world conditions (not synthetic tests)
- ✓ Continuous improvement: Gets better with time (like AI models, not static software)
Agents that learn from attacks and get stronger—not just verified once.
Treemap of Trust
Trust Matters To You
Business Owner
You need to ensure reward is above threshold
Vijil delivers agents you can trust in production. Learn More →
Agent Developer
You want to improve reliability, security, and safety without reducing feature velocity.
Vijil is integrated in the most popular agent frameworks. Use it now.
Trust
Agent User
You want the agent to meet a fiduciary duty of care and competence
You don’t have to put up with bias. Learn how Vijil adapts agents to users like you.
Risk Officer
You need to ensure risk is below threshold
Don't just advocate for AI governance. Enforce mandatory policies. See how
OPEN SOURCE & COMMUNITY
garak
garak is the open source vulnerability scanner that probes LLMs for hallucinations, data leakage, prompt injections, jailbreaks, misinformation, toxicity, and many other weaknesses.
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Vijil runs garak so you can scan any LLM on any supported platform with one click. Vijil employees contribute to garak by testing and enhancing garak releases.
guardrails
Vijil advances research and development of prompt injection detection by releasing its lightweight models based on DeBERTa and Modern BERT to open source.
Download our models from Hugging Face: https://huggingface.co/vijil.
Leadership
AI Researcher | Professor at University of Toronto | Rhodes Scholar
Assistant Professor of Statistical Sciences at the University of Toronto, a Faculty Member at the Vector Institute for Artificial Intelligence, and a Faculty Affiliate at the Schwartz Reisman Institute for Technology and Society.
Testimonials
“Our enterprise customers demand trust verification before deploying AI in hiring workflows. Vijil helps us ship AI agents in six weeks instead of six months while dramatically lowering compliance costs.”
“By adapting the Google Responsible Generative AI Toolkit to the needs of enterprises in various industries, Vijil provides critical capabilities for AI developers to preserve the privacy, security and safety of custom models downstream with the same rigor that went into their original release.”
backed by
Vijil has raised $23M to build a platform that makes AI agents more reliable, secure, and safe for enterprises.