{"slug": "darwinium-launches-two-intent-intelligence-capabilities-to-catch-fraud-by-ai", "title": "Darwinium launches two intent intelligence capabilities to catch fraud by AI agents", "summary": "Darwinium UK Ltd. launched two intent intelligence capabilities, Journey Transition Probability and MCP Protection, to detect fraud by AI agents, the fraud prevention startup announced. Darwinium said only about one in four agentic transactions on its network self-declares, and purchases involving agents are rejected nine times as often as others. In a Darwinium survey of 500 fraud, risk and security leaders in the U.S. and the U.K., 97% reported an increase in AI-driven attacks and only 36% believed they had effective fraud coverage across the full customer journey.", "body_md": "### Darwinium launches two intent intelligence capabilities to catch fraud by AI agents\n\nFraud prevention startup [Darwinium UK Ltd.](https://www.darwinium.com/) today launched two new capabilities that make intent intelligence the foundation of its platform.\n\nJourney Transition Probability flags unusual changes in the steps a person, bot or artificial intelligence agent takes on the way to a login, account change or payment. MCP Protection watches the tools agents use to carry out tasks.\n\nThe release is aimed at a problem agentic commerce is making harder to manage, since only about one in four agentic transactions on Darwinium’s network self-declares. Purchases involving agents are rejected nine times as often as others.\n\nIn [a survey](https://www.darwinium.com/navigating-agentic-commerce-2026-report) Darwinium ran of 500 fraud, risk and security leaders in the U.S. and the U.K., 97% reported an increase in AI-driven attacks. Only 36% believed they had effective fraud coverage across the full customer journey. The company argues that businesses need a way to recognize legitimate agent activity without giving risky actions a free pass.\n\nAn authorized AI agent “can start out doing exactly what a customer asked, then take an unexpected turn,” said Michael Rodriguez, chief operating officer at Darwinium. He made the same point about authenticated human customers, who can still be coached into sending money to a scammer. Darwinium has spent years mapping the full customer journey for that reason, Rodriguez said, and making intent intelligence central lets businesses assess an interaction while it is still unfolding.\n\nThe company launched its agent intent tools [in March](https://siliconangle.com/2026/03/10/darwinium-launches-agent-intent-intelligence-tackle-fraud-ai-driven-commerce/), and the existing Agent Intent Detection product already identifies AI agents even when they do not announce themselves. Today’s update folds the tool calls an agent makes over the Model Context Protocol into the same journey as a customer’s web and mobile activity. One model assesses every step. Risk decisions run through the content delivery network the business already uses for its website traffic.\n\nInside that combined view, Journey Transition Probability measures the order and timing of actions against the customer’s typical behavior. The business’ own traffic and the type of journey underway also factor in. A step that looks ordinary on its own can read as suspicious once the full path is taken into account.\n\nMCP Protection handles the agent side by linking each tool call to the journey that led to it. With it, businesses can verify an agent’s credentials and keep watch on what the agent does once it is working. A payment or other higher-risk action can be held for additional checks.\n\nJon Ferrari, senior manager of fraud prevention and application security at Darwinium customer Apollo.io, said web traffic has reached “an inflection point where user-agent declarations and even statements of intent are becoming moot.” His team needs to track whether behavior matches stated intent over time, he said. That includes activity in aggregate, where many requests can add up to an outcome no individual request disclosed.\n\nDarwinium is a venture capital-backed startup whose investors include U.S. Venture Partners, Blackbird Ventures Pty. Ltd., Airtree Ventures Pty. Ltd. and Accomplice. The company announced an $18 million round in [October 2023](https://siliconangle.com/2023/10/18/australian-digital-security-fraud-prevention-startup-darwinium-raises-18m/).\n\n##### Image: Darwinium\n\n# A message from John Furrier, co-founder of SiliconANGLE:\n\nSupport our mission to keep content open and free by engaging with theCUBE community. **Join theCUBE’s Alumni Trust Network**, where technology leaders connect, share intelligence and create opportunities.\n\n- **15M+ viewers of theCUBE videos** , powering conversations across AI, cloud, cybersecurity and more\n- **11.4k+ theCUBE alumni** — Connect with more than 11,400 tech and business leaders shaping the future through a unique trusted-based network\n\n### Are you an AWS customer?  Support SiliconANGLE financially by buying your AWS services from our Marketplace portal page and links: [https://siliconangle.com/aws-marketplace/](https://siliconangle.com/aws-marketplace/)\n\n##### **About SiliconANGLE Media**\n\n[SiliconANGLE](https://cts.businesswire.com/ct/CT?id=smartlink&url=https%3A%2F%2Fsiliconangle.com%2F&esheet=54119777&newsitemid=20240910506833&lan=en-US&anchor=SiliconANGLE&index=9&md5=646b1b564e2259100a2b8638aab0a552),\n\n[theCUBE Network](https://cts.businesswire.com/ct/CT?id=smartlink&url=https%3A%2F%2Fwww.thecube.net%2F&esheet=54119777&newsitemid=20240910506833&lan=en-US&anchor=theCUBE+Network&index=10&md5=7de2a85f95ab4a4a495cede20b8cb1da),\n\n[theCUBE Research](https://cts.businesswire.com/ct/CT?id=smartlink&url=https%3A%2F%2Fthecuberesearch.com%2F&esheet=54119777&newsitemid=20240910506833&lan=en-US&anchor=theCUBE+Research&index=11&md5=7bb33676722925eb57d588ec343e4f6f),\n\n[CUBE365](https://cts.businesswire.com/ct/CT?id=smartlink&url=https%3A%2F%2Fwww.cube365.net%2F&esheet=54119777&newsitemid=20240910506833&lan=en-US&anchor=CUBE365&index=12&md5=d310fb35919714e66ad8d42c9c0c1bc6),\n\n[theCUBE AI](https://cts.businesswire.com/ct/CT?id=smartlink&url=https%3A%2F%2Fwww.thecubeai.com%2F&esheet=54119777&newsitemid=20240910506833&lan=en-US&anchor=theCUBE+AI&index=13&md5=b8b98472f8071b23ebb10ab9a8dd0683)and theCUBE SuperStudios — with flagship locations in Silicon Valley and the New York Stock Exchange — SiliconANGLE Media operates at the intersection of media, technology and AI.\n\nFounded by tech visionaries John Furrier and Dave Vellante, SiliconANGLE Media has built a dynamic ecosystem of industry-leading digital media brands that reach 15+ million elite tech professionals. Our new proprietary theCUBE AI Video Cloud is breaking ground in audience interaction, leveraging theCUBEai.com neural network to help technology companies make data-driven decisions and stay at the forefront of industry conversations.", "url": "https://wpnews.pro/news/darwinium-launches-two-intent-intelligence-capabilities-to-catch-fraud-by-ai", "canonical_source": "https://siliconangle.com/2026/10/08/darwinium-launches-two-intent-intelligence-capabilities-to-catch-fraud-by-ai-agents/", "published_at": "2026-10-08 13:00:44+00:00", "updated_at": "2026-10-08 13:18:05.992783+00:00", "lang": "en", "topics": ["ai-agents", "ai-safety", "agent-protocols", "ai-products"], "entities": ["Darwinium UK Ltd.", "Journey Transition Probability", "MCP Protection", "Agent Intent Detection", "Model Context Protocol", "Michael Rodriguez", "Apollo.io", "Jon Ferrari"], "also_reported_by": [], "alternates": {"html": "https://wpnews.pro/news/darwinium-launches-two-intent-intelligence-capabilities-to-catch-fraud-by-ai", "markdown": "https://wpnews.pro/news/darwinium-launches-two-intent-intelligence-capabilities-to-catch-fraud-by-ai.md", "text": "https://wpnews.pro/news/darwinium-launches-two-intent-intelligence-capabilities-to-catch-fraud-by-ai.txt", "jsonld": "https://wpnews.pro/news/darwinium-launches-two-intent-intelligence-capabilities-to-catch-fraud-by-ai.jsonld"}}