We stress-test AI systems before regulators and adversaries do

Adversarial Evaluation · Red Teaming · EU AI Act Readiness · Findings Reports · Model Stress Testing

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AVGVST is an adversarial AI evaluation firm. We run red team exercises, test AI systems under real-world attack conditions, and deliver findings reports that hold up under regulatory scrutiny

Built for What's Coming

Operating across the US and EU, we work with companies that can't afford to discover vulnerabilities after deployment

The Deadline Is Already Here

As of August 2026, companies operating high-risk AI systems in the EU face mandatory risk management requirements, third-party validation, and documented audit trails. Non-compliance carries fines up to €35 million or 7% of global annual turnover. AVGVST provides the adversarial evaluation and documentation you need before a regulator asks for it.

What We Deliver

Red Teaming
We probe your AI systems using real attack methodologies, not theoretical checklists.

  • Prompt injection and jailbreak attempts

  • Model evasion and adversarial input testing

  • RAG pipeline exploitation and knowledge base poisoning

  • Sensitive data extraction and leakage testing

  • API abuse and system behavior manipulation

  • Scenario-based harm testing across various categories


Adversarial Training Data
We generate adversarial datasets that expose how your model behaves under hostile inputs.

  • Attack-specific prompt datasets across multiple harm categories

  • Edge case and boundary condition coverage

  • Inputs designed to surface bias, inconsistency, and failure modes

  • Data formatted for direct use in model fine-tuning and safety training pipelines


Findings Report
Every engagement ends with a structured report you can act on and stand behind.

  • Vulnerabilities documented and categorized by severity

  • Attack vectors mapped to relevant regulatory frameworks, including EU AI Act Annex III

  • Remediation recommendations for each identified risk

  • Formatted for internal review, board presentation, or regulatory submission

Ready to talk?

Tell us about your AI system and what you need evaluated. We will respond within 24 hours. All inquiries are confidential.