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techcrunch ai · August 26, 2026

Arga raised $10M to bring crash test dummies to enterprise AI agents

arga raised $10m to build digital twins of enterprise software like salesforce, aiming to solve the training data shortage that hinders ai agents from reliably handling complex business tasks.

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startup arga raised $10m in a seed round led by general catalyst to launch a platform that builds digital twins of enterprise software environments. the technology replicates complex saas applications—including salesforce, hubspot, and workday—along with their permissions, webhooks, and state histories. this allows teams to use reinforcement learning to train ai agents on complex, multi-step workflows that are currently difficult to automate because traditional systems cannot be easily reset or cloned. general catalyst's yuri sagalov emphasized that repeatable sandbox environments are critical for unlocking the economic value of agents in business applications.

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