Vishal Chatrath

Prowler.io was a multi-agent AI research and commercialisation company from Cambridge, focusing on decision-making systems built on reinforcement learning and game theory for applications in autonomous vehicles, logistics, and resource optimisation. The company developed frameworks for systems where multiple AI agents must coordinate or compete to achieve objectives, drawing on academic research in multi-agent reinforcement learning from the Cambridge University computer science department.\n\nProwler.io was acquired by Secondmind in 2021, integrating its multi-agent research capabilities and team into Secondmind Bayesian ML platform for automotive engineering optimisation. Prior to the acquisition, Prowler raised seed funding and built relationships with several automotive and logistics operators exploring multi-agent AI applications for traffic management, fleet coordination, and supply chain routing.\n\nThe company represented an early attempt to commercialise multi-agent reinforcement learning before the technology reached the reliability required for production deployment in safety-critical applications. Multi-agent AI remains an active research area with growing commercial relevance in applications including autonomous vehicle coordination, robot fleet management, and demand-response energy systems. The acquisition by Secondmind provided the Prowler research team a more focused commercial application context while expanding Secondmind technical depth in AI methods beyond Bayesian optimisation.