Undisclosed European P&C Insurer

Personal injury claims processing required nuanced reasoning to optimise third-party service provider selection, balancing cost, quality, proximity, and customer experience. This complex decision-making was difficult to scale consistently across claims handlers, and regulated environments demanded high accuracy and auditability.

Digital Workforce deployed an enterprise AI Agent that automates key parts of personal injury claims processing, evaluating service providers based on multiple criteria and presenting prioritised recommendations with explainable rationale. The solution maintains human-in-the-loop oversight, with claims handlers retaining final decision authority while using the AI Agent's analysis to guide customer interactions.

The production pilot, run in late 2025 using real claims data and live operations, observed zero hallucinations. The AI Agent's recommendations aligned with established standards, supporting consistent decision quality, and was well received by claims professionals as a decision-support tool that improved speed and confidence in customer-facing interactions.

• Zero hallucinations in a regulated, real-world production environment is achievable when AI agents are designed with explainable, auditable reasoning and human-in-the-loop oversight.
• Enterprise AI agents deliver value by scaling the nuanced reasoning of experienced professionals, not by replacing human decision-makers.
• Safe AI adoption in regulated industries requires integrating AI into the operating model with clear governance, not treating it as a standalone pilot or copilot tool.