Platform
Break your AI before attackers do.
An autonomous red teaming engine that continuously tests your entire AI stack — from base models to agentic workflows. Discover complex vulnerabilities, map your business risk, and get actionable remediation playbooks in real time.
The Challenge
You’ve secured your AI.
But do you test it continuously?
You’ve deployed the AI firewall and ran pentests. But in an ecosystem where models drift, AI agents evolve, and attackers use AI to bypass rules and invent new methods within hours, “set and forget” security is a liability.
Guardrails —
necessary, not sufficient
Firewalls and guardrails rely on known techniques and one-step attacks. But creative tailored probabilistic attacks, tool abuse, and jailbreak variations bypass those filters every day.
Red team assessments —
valuable, not viable long-term
You ran a pentest or brought in consultants and spent a significant budget. But that was a snapshot of a moving target. An AI agent is a live, evolving system. Underlying models change without notice, new tools get connected, prompts get tuned. Each change resets your risk posture.
DIY / Open Source —
possible, not scalable
Agentic AI security requires expertise that blends offensive security, ML internals, and business-logic reasoning. The investment in staffing and continuous research quickly exceeds the cost of a purpose-built platform.
What Adversa AI is
An autonomous red teaming platform for AI
Adversa AI continuously validates that your AI agents behave correctly in your specific business context — across every stack layer, from models and agentic cognition to application APIs and infrastructure including MCP.
Your guardrails stop the obvious. We find the invisible. Our engine invents novel vulnerabilities using its own on-prem AI models — not relying on external providers — then prioritizes every finding by real business impact and delivers remediation your teams can act on. What used to be a one-time, six-figure engagement is now a continuously operating product.
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Full AI Stack Coverage
Model. Application. Agent. MCP.
All covered.
Connect any AI system as an asset and start testing within minutes.
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Model (direct API)
OpenAI, Claude, Gemini, Mistral, Ollama, Hugging Face, or your own proprietary models. Test adversarial prompts, jailbreaks, data extraction, and poisoning detection.
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Application (web app)
Customer service chatbots, AI-powered portals, and websites. Full user experience testing versus OWASP Top 10 for GenAI.
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Agent (autonomous AI)
Code assistants, research bots, and autonomous agents — OpenClaw, LangChain, AutoGPT, custom frameworks. Tool misuse, goal manipulation, inter-agent attacks, and everything from OWASP Top 10 for Agentic AI.
360° Threat Model
A complete, tailored threat model
Every assessment starts from a structured threat model that maps test objectives, attacker types, attack depth, input modalities, and outcomes — so results are relevant to your risk posture.
Security
Prompt injection, data leakage, insecure output and so on. Tests mapped to OWASP Top 10 and MITRE ATLAS.
Safety
Harmful outputs, misinformation, bias, restricted topics, content safety, and more.
Business Risk
Custom scenarios specific to your organization — competitor data protections, industry-specific rules, contractual obligations.
60+ vulnerability categories covering the full spectrum — from prompt injection and data leakage to business risks and compliance violations.
Model-Level
Adversarial prompts, jailbreaks, prompt leakage.
Application
Insecure output, code execution, session exfiltration.
MCP / Supply Chain
Tool misuse, command injection, privilege escalation.
Agentic
Tool-hijack, goal manipulation, inter-agent attacks.
Stage 01
Static Library
The largest curated attack database, built from Adversa AI Threat Intel monitoring 3,000+ sources monthly.
Stage 02
Mutation Engine
50+ mutation engines morph known attacks and bypass guardrails.
Stage 03
Dynamic / Adaptive
Context-aware attack generation that analyzes target responses, learns behavioral patterns, and adapts mid-run.
Stage 04
AI-Generated
Autonomous AI agents craft multi-step, tailored attacks and discover entirely new vulnerability classes.
All modalities operate in any language and across mixed-media channels, testing cross-language attacks and unicode exploitation.
Text
Prompt manipulation — the foundation of AI testing.
Documents
File-based and embedded attack vectors.
Images
OCR and visual attacks for vision-enabled systems.
Audio
Speech-to-text exploitation for voice interfaces.
Quick
30-60 min · 100 attacks
Dev testing and quick daily validation.
Default
1-3 hours · 1,000 attacks
Production readiness and regular assessments.
Advanced
3-24+ hours · 10,000-100,000 attacks
Critical systems and regulatory compliance.
300+ techniques in combinatorial campaigns. Select depth and frequency per your risk appetite.
Business-Context Awareness
Attacks adapted to your business logic
Define your business-risk scenarios via text description or structured CSV — financial rules, data privacy constraints, brand safety requirements — and the platform’s AI attack agents use this full context to craft domain-specific exploit chains.
Customer Story — Fintech CopilotA large fintech company released a copilot built on the most secure frontier model API, protected by two guardrails. They evaluated Big Four teams, boutique pentesters, and multiple competitors — and chose Adversa for its unique capability to adapt attacks for business specifics.
Most red teams would have stopped after basic attacks returned no results. But our agent understood this was a fintech copilot. It figured out that the copilot must call a specific tool for fee calculations.
Using the database of techniques combined with full context of the copilot’s tools and infrastructure, it placed a code injection via the fees calculator — despite two guardrails. The result: full control and arbitrary code execution. We helped address this catastrophic vulnerability in time.
What You Get
From attack artifacts to remediation playbooks to audit packs
Every scan produces actionable outputs for engineering, security leadership, and compliance teams.
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Risk-ranked findings
Reproducible attack artifacts with full timelines and detailed attack path visualization.
- Attack prompt & formatted payload
- Model response & AI confidence score
- OWASP category & threat group mapping
- Unique visual attack path: entry → escalation → impact
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Remediation playbooks and “Autopatch”
Concrete fixes mapped to responsible teams, not just technical CVEs.
- Auto-generated patches for each attack
- Policy change recommendations
- Defense strategies tailored to each finding
- Mapped to real business risks
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Compliance & audit reports
Exportable evidence bundles for auditors and regulators.
- Executive summary (PDF) — for leadership
- Technical report — for engineers
- Compliance report — for auditors
- Mapped to OWASP, MITRE, NIST, EU AI Act
Security Operations
Built into your security workflow
Full vulnerability lifecycle management with integrations into the tools your team already uses.
Integrations
SIEM, MLOps, CI/CD, and Jira. Vulnerabilities import seamlessly with assignee, team, and status synchronization between Adversa and your task management system.
Remediation
Finding a vulnerability is only half the battle. Adversa translates complex security findings into developer-ready remediation.
const applyRateLimit = (req, res, next) => {
if (req.body.tokens > MAX_LIMIT) {
return res.status(429).send(“Excessive resource consumption blocked.”);
}
next();
};
Continuous Testing
Runs on every model update, every workflow change
A separate AI model continuously ingests security research and updates the attack engine on a near-continuous basis — so your defenses evolve as fast as the threat landscape.
Compare results across scans to track security posture over time. Continuous red teaming and remediation is the only viable way to protect agentic systems.
Model Updated
New model version deployed or prompt template changed
Scan Triggered
Automated or scheduled red teaming campaign launches
Novel Attacks Generated
AI engine crafts context-aware, business-specific exploits
Findings Delivered
Risk-ranked vulnerabilities with remediation playbooks
Fixes Verified
Re-scan confirms mitigations hold; posture score updated
Threat Intelligence
Continuously updated AI threat intelligence
A proprietary threat feed and knowledge base power every scan and keep your team informed.
Compliance Mapping
Mapped to the frameworks your auditors already require
Every finding, report, and evidence bundle is mapped to industry-standard frameworks out of the box.
Deployment Options
Deploy where your policy requires
All AI models run on-prem — critical data is never exposed to external AI providers.
Cloud SaaS
Fast onboarding with secure connectors
Hybrid
Sensitive data on-prem, cloud orchestration
On-prem / Air-gapped
For classified and regulatory environments
Managed Service
Dedicated red-team experts augmenting your team
Trust & Proof
Built by the pioneers of AI red teaming
We don’t just follow AI security standards. We write them.
Adversa AI experts are co-leads and core members of industry-defining frameworks and initiatives: NIST AI RMF, OWAS ASI, CoSAI, CSA AI CM.
Innovate with confidence.
Red team with Adversa AI.
Stop guessing if your AI agents are secure. Request a platform demo and test your AI with the most advanced red teaming engine in production.