Aptura is a London-based company, founded in 2025, that builds evaluation datasets and reinforcement learning environments to improve the reliability of AI in high-stakes professional domains. Its work focuses on translating complex workflows in finance, healthcare, and legal sectors into structured tasks that AI systems can learn from, incorporating direct input from domain experts such as investment analysts, physicians, and attorneys.
The company's core products include evaluation datasets derived from professional workflows and reinforcement learning environments designed for domains where errors carry significant consequences. Both products are developed with domain expert judgment embedded into the process, combining specialist human intelligence with technical infrastructure in reinforcement learning and AI training.
Aptura has grown from 3 to 15 people in under a year. The team works directly with practitioners in its target industries to ensure that the AI training environments and datasets reflect the complexity and rigour of real-world professional practice.
