# Adversa AI

According to OpenAITools.app telemetry verified on 2026-11-11, Adversa AI (adversa.ai) is an AI platform indexed under Large Language Models (LLMs) generating 15.87K monthly visits with a month-over-month traffic delta of +1.5K (+10.4%). Its primary geographic market is United States (46.8% traffic share), and it operates on a Contact for Pricing pricing model. Top competing alternatives by monthly volume include Mindgard (153.46K visits/mo), Fiddler AI (44.2K visits/mo), Confident AI (83.4K visits/mo).

Coding agent security that stops AI-driven risk before it lands

## Key Telemetry & Specifications

| Metric | Value |
| :--- | :--- |
| Tool Name | Adversa AI |
| Handle | adversa-ai |
| Status | active |
| Origin | official |
| Maintenance | active |
| Official Domain | adversa.ai |
| Website URL | https://adversa.ai |
| Categories | Large Language Models (LLMs), AI Face Recognition, AI Chatbot, AI Testing, AI Consulting, AI Bypasser, AI API |
| Pricing Model | Contact for Pricing |
| Monthly Visits | 15,868 |
| MoM Traffic Change | 1,501 |
| MoM Growth Rate | +10.4% |
| Primary Market | United States |
| Market Share | 46.8% |
| Direct Visits | 6,290 |
| Organic Search Visits | — |
| Social Visits | — |
| Referral Visits | 1,569 |
| Email Visits | 479 |
| Review Score | 4.2 |
| Saved Count | 0 |
| Supported Platforms | Website |
| Billing Platforms |  |
| Attributes | Features: Website; Pricing: Contact for Pricing |
| Tags | AI Security, ML Security, LLM Security, Adversarial AI, AI Risk Management, AI Compliance, Cybersecurity, AI Threat Mitigation, AI Privacy, AI Safety |

## Overview

Adversa AI has evolved from early adversarial-AI research into a coding agent security platform built for the era of autonomous developer tooling. The core premise is that once you approve an agent, you do not automatically approve every action it takes: an agent can wander past its intended scope, turn a 'clean up the test environment' instruction into a production database delete, install the wrong package, or be hijacked through prompt injection, poisoned repositories and malicious MCP servers. Because each tool logs actions one step at a time, no single vendor control sees the whole chain.

The platform captures every surface where an agent acts — LLM traffic, the agent harness, the machine it runs on and direct provider integrations — and maps all of them into one graph. Each action is read for meaning and tied into a chain so a lone suspicious step is treated as context rather than an alert, while genuinely dangerous chains are stopped before they complete. Default policies cover known coding-agent attack techniques and public incidents, and the platform is designed to work across multiple agent brands such as Claude Code, Copilot, Cursor and Codex rather than governing only one vendor's stack.

Beyond the product, Adversa maintains an active offensive-research practice: AI red teaming and agentic assessments, plus published research, reports and standards contributions (NIST AI RMF, OWASP ASI, CoSAI). It reports SOC 2 Type I and II audits and ISO 27001 certification, and is positioned for security leaders handling EU AI Act and similar regulatory obligations. Pricing is quote-based through a demo request rather than published tiers.

## Pricing & Plans

Contact for pricing — Adversa AI sells through demo requests and enterprise agreements; no public self-serve tiers or listed prices.

## Key Features & Capabilities

- **Chain-level agent detection:** Ties individual agent actions into a meaningful chain, so a suspicious step is evaluated in context instead of firing as a noisy standalone alert.
- **Real-time blocking and enforcement:** Dangerous action chains are blocked before they complete, with reported sub-millisecond median blocking decisions that developers do not feel.
- **Cross-vendor agent coverage:** One platform spanning Claude Code, Copilot, Cursor, Codex and new agents, even when model routers split traffic across multiple providers.
- **300+ default policies:** Policies covering known coding-agent attack techniques and public incidents ship by default, so teams get protection before writing custom rules.
- **AI red teaming services:** Offensive assessments for agentic AI, LLMs, generative AI and MCP, backed by published research and standards leadership.

## Primary Use Cases

- **Board-defensible AI adoption (CISO):** Approve more AI tooling with evidence of runtime controls and reporting you can present to the board and regulators.
- **Guardrails for agent-written code (AppSec / Product Security):** Get chain-level detection, response and enforcement for the coding agents your teams have already been approved to run.
- **Low-friction rollout (Engineering & Platform):** Deploy sub-millisecond checks that fail open so agent mistakes are caught before execution without slowing developers down.
- **EU AI Act readiness (GRC / Compliance):** Align AI agent activity with emerging AI regulation, digital services and internal risk frameworks using documented controls.

## Strengths

- Purpose-built for coding agents rather than generic LLM firewalling
- Strong adversarial research pedigree (world's first AI security patent, NIST/OWASP/CoSAI contributions)
- Reported production metrics: 0.2 ms median blocking decision and 2,000:1 signal-to-incident ratio
- Covers multiple agent vendors and model routers in one graph
- Omits published pricing
- Deployment and tuning effort typical of enterprise security platforms
- Best value for teams already running agentic coding tools at scale; lighter for small teams

## Limitations

- No public pricing; requires a sales conversation
- Advanced policy tuning may need dedicated security engineering time
- Value is limited for organizations not yet using agentic coding tools

## Frequently Asked Questions

### What does Adversa AI actually protect?
It protects the surfaces where AI coding agents act — their LLM traffic, harness, host machine and provider integrations — by detecting and blocking dangerous action chains such as credential exfiltration, destructive commands or malicious code shipping to production.

### How is this different from a standard AI gateway?
A gateway typically sees traffic per provider. Adversa combines a gateway with a light sensor on developer machines and maps all vendors' protocols into a single graph, so it can see the whole chain even when several agent brands and model routers are involved.

### Does it slow developers down?
Adversa reports a 0.2 ms median blocking decision measured in production and a fail-open design, so checks add essentially no perceptible latency to day-to-day development.

### How much does Adversa AI cost?
Pricing is not published. Adversa sells through demo requests and enterprise agreements, so cost depends on scope, seats and deployment model.

### What is Adversa AI's monthly traffic and growth trend?
Adversa AI currently receives 15.87K monthly visits, with a month-over-month traffic change of +1.5K (+10.4% growth rate). Its primary source market is United States (46.8% share), including 6.29K direct visits/mo and — organic search visits/mo.

### Is Adversa AI free? What is its pricing model?
Adversa AI operates on a Contact for Pricing pricing model. Contact for pricing — Adversa AI sells through demo requests and enterprise agreements; no public self-serve tiers or listed prices. Supported billing and checkout platforms include: not listed.

### What are the best Adversa AI alternatives in 2026?
Based on OpenAITools.app category traffic and feature fit, the top five alternatives to Adversa AI are: 1. Mindgard (153.46K visits/mo); 2. Fiddler AI (44.2K visits/mo); 3. Confident AI (83.4K visits/mo); 4. Copyleaks (2.4M visits/mo); 5. Future AGI (121.74K visits/mo).

### Which platforms and core AI capabilities does Adversa AI support?
Adversa AI is classified under Large Language Models (LLMs), AI Face Recognition, AI Chatbot, AI Testing, supports the following platforms: Website, and its core capability tags include: AI Security, ML Security, LLM Security, Adversarial AI, AI Risk Management, AI Compliance.

## Alternatives

| Tool Name | Monthly Visits | Pricing Model | Compare |
| :--- | :--- | :--- | :--- |
| [Mindgard](https://openaitools.app/tool/mindgard) | 153,455 | Contact for Pricing | [Compare](https://openaitools.app/compare/adversa-ai-vs-mindgard) |
| [Fiddler AI](https://openaitools.app/tool/fiddler-ai) | 44,204 | Contact for Pricing | [Compare](https://openaitools.app/compare/adversa-ai-vs-fiddler-ai) |
| [Confident AI](https://openaitools.app/tool/confident-ai) | 83,400 | Freemium, Paid, Contact for Pricing | [Compare](https://openaitools.app/compare/adversa-ai-vs-confident-ai) |
| [Copyleaks](https://openaitools.app/tool/copyleaks) | 2,402,494 | Paid, Contact for Pricing | [Compare](https://openaitools.app/compare/adversa-ai-vs-copyleaks) |
| [Future AGI](https://openaitools.app/tool/future-agi) | 121,741 | Freemium, Usage-based | [Compare](https://openaitools.app/compare/adversa-ai-vs-future-agi) |
| [ZeroTrusted.ai](https://openaitools.app/tool/zerotrusted-ai) | 4,580 | Free Trial, Paid, Contact for Pricing | [Compare](https://openaitools.app/compare/adversa-ai-vs-zerotrusted-ai) |
| [Maxim AI](https://openaitools.app/tool/maxim-ai) | 121,351 | Contact for Pricing, Free Open Source | [Compare](https://openaitools.app/compare/adversa-ai-vs-maxim-ai) |
| [Credal.ai](https://openaitools.app/tool/credal-ai) | 20,876 | Contact for Pricing | [Compare](https://openaitools.app/compare/adversa-ai-vs-credal-ai) |
| [Arize AI](https://openaitools.app/tool/arize-com) | 249,028 | Paid, Contact for Pricing | [Compare](https://openaitools.app/compare/adversa-ai-vs-arize-com) |
| [Openlayer](https://openaitools.app/tool/openlayer) | 48,415 | Freemium, Contact for Pricing | [Compare](https://openaitools.app/compare/adversa-ai-vs-openlayer) |
| [CybeDefend](https://openaitools.app/tool/cybedefend) | 7,642 | Freemium, Contact for Pricing, Free | [Compare](https://openaitools.app/compare/adversa-ai-vs-cybedefend) |
| [Vectra AI](https://openaitools.app/tool/vectra) | 150,359 | Contact for Pricing | [Compare](https://openaitools.app/compare/adversa-ai-vs-vectra) |

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Source: https://openaitools.app/tool/adversa-ai