Darktrace was founded in the Cambridge research ecosystem and quickly became prominent for applying unsupervised machine learning and probabilistic models to cybersecurity. The company’s flagship capability is behavioural modelling: continuously profiling network and device behaviours to detect anomalous activity that might indicate compromise—even for attack types without known signatures. This approach is particularly valuable for detecting zero-day exploits, lateral movement, and sophisticated insider threats.
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