Manifesto


Healthcare is at a breaking point. An aging population, rising demand, and administrative bloat are straining the system. Up to 25% of total spending is lost in administrative opex, mostly in repetitive, labor intensive processes.

Legacy software, once marketed as a relief, has burdened medical staff with overwhelming complexity. These systems feel frozen in time, siloed, and have failed to adapt to the real needs of healthcare professionals.

Admin should be invisible. Doctors and nurses should focus on patients, not paperwork.

It’s time to act.

Generative AI is uniquely positioned to solve these challenges. Computer Use Models can navigate complex hospital software without costly integrations, and Large Language Models can automate end-to-end workflows - delivering large and immediate value, even in complex and unstructured environments.

At Parallel, we are leveraging these new technologies to build AI agents for healthcare, designed to operate seamlessly alongside medical professionals. We're selling work, not software.

Our first agent focuses on medical coding, one of the most critical and high-ROI bottlenecks in healthcare admin.

By solving coding, we are building the core infrastructure needed to power future agents across other use cases like patient engagement, care decision-making and beyond.

The future of healthcare isn’t just digital: it’s intelligent, adaptive, and automated.

We are building it today.

Jobs


At Parallel, you’ll work at the intersection of healthcare, AI and real-world impact. We move fast, iterate constantly, and ship meaningful work.

Whether you’re a researcher, engineer, operator or generalist, we’re looking for people who care deeply about solving hard problems that matter.

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About us


We’re a small and focused team based in Paris. We value intensity over hours, clarity over consensus, and autonomy over hierarchy.