Ambral

Enterprise AI trained on company workflow history

Ambral Labs helps enterprises build AI tuned to their most important workflows using their own history. Companies hold years of records showing what people knew, what they decided, what they did and how it turned out, but not in a form that can test models or improve agents. Ambral converts that record into replayable environments and evaluation sets drawn from real workflows and outcomes, reconstructing a company's state at any past moment and exposing it via the tools an agent would actually call once deployed. It then improves model performance with reinforcement learning and other post-training methods, plus context and agent engineering, on open-weight models the customer owns and controls. It is already deployed inside multi-billion-dollar enterprises.