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.
Public company, workplace, funding, and market signals
Updated Aug 2, 2026
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
22 jobs at Parallel
Sub-industry
Healthcare AI / hospital administrative automation / medical coding software
Offices
Business model
Stage
Series A
Total raised
$23.6M
Latest round
Series A · Mar 2026
Latest amount
$20M
Mar 2026 · Index Ventures
Apr 2025 · Frst
Jan 2024
Jan 2024
Leadership
Co-Founder & CEO
Co-Founder & CTO
Quentin Jarrion
Chief Medical Officer
Théo Monnin
Founding Designer
Eliott Zemour
Founding AI Engineer
Founders
Co-Founder & CTO
Investors
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
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
Technology
Customers
Competitors
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
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.
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.
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 · Apr 2025
Parallel announced a $3.5M seed round led by Frst, funding its medical-coding agent and expansion into additional hospital administrative workflows.