Parallel

AI agents for healthcare admin

beparallel.com

HQ: Paris, Île-de-France, France

1-10

Healthcare

Company research

Public company, workplace, funding, and market signals

Updated Aug 2, 2026

Overview

Parallel is a Paris-based healthcare-technology startup building AI agents that automate hospital administrative workflows. Its agents operate on top of existing hospital software through remote VPN/RPA rather than requiring lengthy integrations; the company launched as Kiosk Medical and was rebranded/launched publicly as Parallel in 2025. [Parallel; YC]

Primary product

AI-powered medical-coding agents and assistants for hospitals: they read clinical documentation, suggest or enter standardized codes, provide auditable evidence, and help hospitals improve reimbursement and reduce administrative workload.

Founded

2024

Headquarters

Paris, France

Team size

11–50; approximately 15 people in an earlier 2026 job posting

Work style

Onsite

Industry

Hospitals and Health Care

Sub-industry

Healthcare AI / hospital administrative automation / medical coding software

Offices

Paris, France — Strasbourg Saint-Denis office

Business model

B2B enterprise software for hospitals and healthcare providers

Performance-based revenue share for some medical-coding optimization engagements

Enterprise deployment of AI agents and workflow automation

Funding

Stage

Series A

Total raised

$23.6M

Latest round

Series A · Mar 2026

Latest amount

$20M

Series A

Mar 2026 · Index Ventures

$20M

Seed

Apr 2025 · Frst

$3.5M

Pre-seed

Jan 2024

$125K

Seed / pre-seed

Jan 2024

$125K

People & investors

Leadership

Paul Lafforgue

Co-Founder & CEO

Christopher (Chris) Rydahl

Co-Founder & CTO

Quentin Jarrion

Chief Medical Officer

Théo Monnin

Founding Designer

Eliott Zemour

Founding AI Engineer

Founders

Christopher Rydahl

Co-Founder & CTO

Investors

Work & culture

Small, high-ownership, fast-growing, pragmatic and product-oriented team. Job postings emphasize autonomy, shipping production systems, proactive decision-making, close collaboration with the CTO, and in-person work in Paris.

Work style

Onsite

Compensation

Job postings state competitive salary and meaningful equity but provide no public salary range. No public evidence confirming visa sponsorship.

Benefits

Competitive salary

Meaningful equity

Alan premium health insurance

Swile meal vouchers

Apple equipment

50% public-transport coverage

Product & market

Pricing

Not publicly listed. At least one medical-coding optimization engagement uses performance-based compensation tied to revenue gains, with no financial risk for the hospital.

Differentiators

—Runs directly on existing hospital software through an AI layer, remote VPN and RPA
—Can reportedly deploy in about one week instead of a typical 12–24 month integration
—Purpose-built vertical agents for hospital workflows and French PMSI medical coding
—Auditable coding suggestions cite source rules and supporting patient-record evidence
—EU-hosted, RGPD/HDS/ISO 27001-oriented security posture; company says hospital data is not used for model training
—Performance-based commercial model available for some coding optimization projects

Technology

Large Language Models (LLMs)

Computer-use models/agents

Generative AI

Medical NLP

Python

Node.js

TypeScript

NestJS

Express

Prisma

PostgreSQL

React

TanStack

Tailwind

LangChain

Hugging Face

PyTorch

AWS

Docker

Terraform

Customers

Centre Hospitalier de Dunkerque / GHT du Dunkerquois

Centre Hospitalier de Saint-Omer

GH Diaconesses Croix Saint-Simon

Several dozen public and private hospitals in France

CHRU de Tours — reported as a 2026 deployment in company LinkedIn material

Competitors

Nabla

Orakl Oncology

Traditional medical-coding and hospital-information-system vendors

Hospital revenue-cycle and clinical-documentation automation providers

Scale & contact

Estimated revenue

Several million euros in annualized revenue was claimed in a January 2026 founder LinkedIn post; no independently verifiable revenue estimate or precise range found.

Estimated monthly visits

6.9K

Traffic estimate as of Aug 2026

contact@beparallel.com

Latest news

Parallel raises $20M to accelerate AI agent deployment in hospitals

Parallel · Mar 2026

Parallel announced a $20M Series A led by Index Ventures, with participation from Frst, YC, Hexa and named angels. The funding supports broader hospital deployment, international expansion and new administrative workflows.

CH Dunkerque teams up with Parallel to transform medical coding with AI

Parallel · Sep 2025

The hospital reported an average €2,400 revenue gain per optimized stay and a 16% optimization rate; the engagement used a performance-based model and was extended to Saint-Omer.

GH Diaconesses Croix Saint-Simon partners with Parallel to optimize medical coding processes

Parallel · Jun 2025

The hospital reported a €1,900 average uplift per optimized stay, a 15% optimization rate and 75% acceptance of proposed corrections.

Parallel raises $3.5M to help hospitals break free from administrative burden

Parallel · Apr 2025

Parallel announced a $3.5M seed round led by Frst, funding its medical-coding agent and expansion into additional hospital administrative workflows.

Jobs and careers at Parallel

24 jobs at Parallel

Member of Technical Staff, Infrastructure Security

On-site

Engineering

San Francisco or Palo Alto; Bay Area, California, United States

3d ago

On-site

Full-time