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Adversarial AI

Adversarial AI and Copilot Innovations to Harden Fraud Defenses

Darwinium’s cutting-edge AI technologies, Beagle and Darwinium Copilot, bring next-generation red teaming and autonomous remediation to the forefront of fraud prevention.

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Turn AI Into Your Strongest Ally in the Fight Against Fraud with Beagle and Copilot

Our cutting-edge AI technologies, Darwinium Beagle and Darwinium Copilot, enable red-teaming simulations and AI-assisted remediation to harden fraud defenses. These AI innovations empower eCommerce, fintech, and banking platforms to continuously pressure-test and evolve their fraud defenses in the face of sophisticated, adversarial threats, with a real time feedback loop that reduces the burden of manual review and IT / engineering resource.

Darwinium Beagle

Learn how Beagle simulates adversarial behavior across user journeys to identify gaps in device, identity, and bot detection layers.

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Darwinium Copilot

Discover how Darwinium Copilot optimizes fraud defenses, bridging the gap between human expertise and platform automation.

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Agentic AI Red-Teaming. Realistic Simulations. Zero Guesswork.

Darwinium Beagle simulates adversarial behavior using autonomous AI agents that mimic real-world fraud tactics across your entire user journey. From account creation to content generation, Beagle replicates complex attacks with pinpoint accuracy, helping you uncover hidden vulnerabilities before they can be exploited.

For example, Beagle can create synthetic identities to probe for weaknesses in new account processes, by generating realistic user profiles, including spoofed devices, geolocation variance, and behaviorally valid interaction patterns.

Darwinium Beagle Key Features

Agentic AI red-teaming to expose blind spots in fraud defenses

Beagle simulates complex adversarial behaviors using autonomous AI agents, enabling teams to proactively detect vulnerabilities in live environments, and remediate in real time.

Supercharge Fraud Analysts with Darwinium Copilot

Darwinium Copilot is your intelligent assistant for navigating and optimizing fraud prevention strategies. Embedded directly within the Darwinium platform as a conversational interface, it helps teams streamline queries around complex fraud detection points of interest, for example looking at patterns indicating fraud farm behavior, and recommends tailored rules, features, and detection logic. By leveraging real-time understanding of customer-specific risk signals, Copilot streamlines investigations, improves decisioning, and accelerates time-to-value across the entire fraud lifecycle.

Ask Copilot questions like “Which transactions are showing bot-like behavior?” and get actionable responses.

Darwinium Copilot Key Features

Darwinium Copilot is a context-aware, omnipresent assistant embedded in the Darwinium portal, with streamlined access to Darwinium's Documentation.

Designed to supercharge how teams investigate, configure, and improve fraud strategies, Copilot understands your environment and proactively helps you secure it.

Evaluate the outcomes of rule or policy changes before going live, to mitigate any risks before deployment.

Your Always-On Risk Engineer Assistant

Darwinium Copilot feeds insights back into the platform’s decision layer to autonomously harden risk policies, adapt detection logic, and optimize mitigation strategies, all without manual coordination between fraud, product, and engineering teams.

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Experience the Next Generation of AI-Powered Cyberfraud Prevention

Sign up now to get first access to a Beagle report on your website, and a live demo of Copilot.