Parallel

Parallel builds AI agents that automate administrative workflows in hospitals, starting with medical coding. Its coding agent reads unstructured clinical documentation and patient context, applies coding standards and hospital specific rules, and produces codes for the stay: fully automated for simple cases and as suggestions for complex ones. The aim is faster, more complete coding that captures the appropriate reimbursement for the hospital's actual activity. It is designed for public and private hospitals and their coding, billing and admissions teams. Rather than requiring a deep integration project, Parallel connects to existing hospital systems through remote VPN access and robotic process automation, operating the software as a human would; the company says deployment can take as little as a week. Data is hosted in the EU and the company reports compliance with GDPR, France's HDS health data hosting standard and ISO 27001, with no training on hospital data. Beyond coding, the company plans to extend its agents to billing and admissions. Pricing is not published. Hospitals engage Parallel directly, and the site offers no self serve sign up or plan list. Parallel is based in France and has raised a $20 million Series A led by Index Ventures, with participation from Frst, Y Combinator and Hexa, less than a year after a $3.5 million seed round.