What Collective Thinking does

Collective Thinking, operating commercially as Ospi, is a French healthcare data and AI company founded in 2013 and headquartered in Paris, with additional offices in Lyon and Lille. The company builds an integrated software suite for French hospitals, anchored by Cod+, an AI-powered PMSI medical coding product for the MCO and SMR settings, and DIMbox, which embeds the same AI directly into the Hopital Manager hospital management system. Adjacent products include PMSIpilot for cross-segment PMSI analysis (MCO, SMR, HAD, PSY), OspiVision (a BI platform for hospital and GHT data), Ospi Research for clinical studies on real-world hospital data, PlaniPSY for involuntary psychiatric care management, Ospi Cloud for sovereign health data hosting, and Open BI dashboards.

The company primarily serves French public hospitals (GHT territorial groups and CHU university hospital centers), claiming deployment across 1,100+ public hospitals and 80% of GHT and CHU, with a secondary footprint of 100+ private hospitals. It monetizes through subscription-based SaaS licensing of its modules, quote-based enterprise pricing, and a Qualiopi-certified training program. Ospi holds HDS, ISO 27001, GDPR, and CNIL compliance certifications, enabling it to host French health data under domestic sovereignty requirements. Distribution is direct enterprise sales to hospital IT and DIM departments, supplemented by partnerships (notably with Berger Levrault for private hospitals), industry events such as Santexpo, and webinars. The technology is proprietary, AI-led text processing of medical records for coding and analysis, but the company has not disclosed patents, published research, or named model architectures in the available data.

Name

Collective Thinking

Legal name

Ospi

Website

https://collective-thinking.com

Company type

Private

Founded year

2013

Operating status

Operating

Headcount range

11–50 employees

Short description

Collective Thinking (Ospi) is a French healthcare AI company that provides AI-powered PMSI medical coding, analytics, BI, and sovereign cloud solutions to French public and private hospitals, with deployment across 1,100+ public hospitals.

Ownership category

akta.pro rank

Product category

Healthcare Analytics Software

NAICS

Software Publishers (5132), Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services (518)

SIC

Services-Prepackaged Software (7372), Services-Computer Programming, Data Processing, Etc. (7370)

akta.pro primary industry

Healthcare Master Data Management (MDM) & Patient/Provider Identity Data (HLACAIAB)

akta.pro secondary industry

Care Management & Coordination Platforms (case/disease management workflows) (HLACAHAD)

Keywords

• Healthcare analytics software
• PMSI medical coding
• Hospital business intelligence
• Clinical research platform
• Sovereign health data hosting

Headquarters

HQ city

Paris

HQ country

France

HQ region

Europe

Offices3 records

Markets served

GTM type

B2B

Offering type

Software

Cost components

Technology or R&D, Personnel, Infrastructure, Operations, Marketing or Sales

Revenue model

1. Software Licensing/Subscription: SaaS licensing model for healthcare software solutions including Cod+, PMSIpilot, BI platform, and specialized modules for hospital management

Go-to-market motion1 record

Distribution channels1 record

Marketing channels4 records

Core offering

Collective Thinking, operating commercially as Ospi, develops and licenses AI-driven software for French hospitals. Its portfolio automates and controls PMSI medical coding, analyzes hospital data across MCO, SMR, HAD and PSY segments, delivers business intelligence across hospital groups, supports clinical research on real-world data, and provides sovereign HDS-certified health data hosting. Solutions are sold primarily to public hospital groups (GHT, CHU) and private healthcare facilities.

Product overview

Ospi (Collective Thinking) is a healthcare AI and data intelligence company offering a comprehensive suite of interconnected solutions designed for French hospitals and healthcare systems. The portfolio includes Cod+ and DIMbox for AI-powered automated PMSI medical coding, PMSIpilot for PMSI analysis, OspiVision (BI Platform) for cross-referencing all hospital and territorial data, Ospi Research for clinical studies on real-world data, Open BI for additional analytics, Tableaux de bord for departmental dashboards, PlaniPSY for involuntary psychiatric care management, and Ospi Cloud for sovereign health data hosting. The solutions work both as standalone products and in integration with hospital systems like Hospital Manager, serving over 1,100 public hospitals including 80% of GHTs and CHUs, and 100+ private hospitals.

Differentiator

Problem solved

Functional benefit

Brands

• Cod+: AI-powered PMSI medical coding solution for MCO and SMR
• DIMbox
• PMSIpilot
• Ospi Vision
• Ospi Research
• Ospi Cloud
• PlaniPSY
• Open BI
• I4H Research

Products and services

• Cod+ (ICOD) AI-powered PMSI medical coding solution that automates and controls medical coding in MCO and SMR settings, using artificial intelligence to optimize hospital revenue through accurate coding. Targeted at French public hospitals (GHT, CHU) and private hospitals for which PMSI coding accuracy drives funding.
• DIMbox AI PMSI solution integrated natively into the Hopital Manager hospital management system, providing automated coding capabilities within the hospital's existing IT workflow. For hospitals running Hopital Manager and Berger Levrault's ecosystem.
• PMSIpilot Reference software for PMSI coding analysis covering MCO, SMR, HAD, and PSY (psychiatry) sectors, enabling comprehensive analysis of French medical information system data. For DIM teams and hospital medical information departments needing cross-segment PMSI analytics.
• OspiVision - Plateforme BI Business Intelligence platform that enables hospitals and territorial hospital groups (GHT) to pilot and cross-reference all hospital and territorial data in a single unified platform. Targeted at multi-site hospital groups needing consolidated decision-making.
• Ospi Research (I4H Research) Clinical research solution that accelerates real-world data studies by making all hospital data exploitable, enabling patient cohort analysis across healthcare institutions. For clinical research teams, public hospitals, and pharma/life-sciences partners running real-world evidence studies.
• PlaniPSY Specialized solution addressing the complexity of involuntary psychiatric care legislation (soins sans consentement), helping psychiatric facilities manage legal requirements in psychiatric care settings. For psychiatric hospitals and PSY segments of general hospitals.
• Ospi Cloud Sovereign health data hosting service providing secure cloud infrastructure, cybersecurity protection, high availability for business applications, and disaster recovery (PRA) services. HDS-certified, targeted at French healthcare organizations requiring compliant health data hosting.

Named customers3 records

Segments2 records

Ideal customer profiles2 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

Integration1 record

AI capability2 records

Feature7 records

Partnerships

Two partnerships are on record, tiered core.

• Berger LevraultcoreStrategic or Co-development Partner · 1 March 2025Strategic partnership to optimize coding and valorization of private hospital stays. Berger Levrault, a leading hospital management software provider, integrates Ospi's AI coding capabilities to enhance their product offering for private healthcare facilities.
• Hopital ManagercoreTechnology or IntegrationDIMbox product is integrated with Hopital Manager hospital management system, providing seamless AI PMSI coding capabilities within the existing hospital IT infrastructure.

Scale indicators3 records

Recent moves6 records

Expansion highlights5 records

Broad incumbents

• Dedalus Group: Dedalus is a major European healthcare IT vendor offering hospital information systems, clinical software, and data platforms across multiple countries. It overlaps with Ospi in providing HIS-adjacent software and data management for hospitals, though at a much broader and more international scale than Ospi's France-focused PMSI franchise.
• InterSystems: InterSystems provides the HealthShare unified healthcare data platform and IRIS data fabric used globally to aggregate, normalize, and govern clinical and operational data. It is comparable to Ospi's OspiVision BI and Ospi Cloud components as a healthcare data platform and infrastructure provider serving hospitals.
• Oracle Health (Cerner): Oracle Health (formerly Cerner) is a global incumbent EHR and hospital IT vendor offering coding, analytics, and population health modules. While not focused on French PMSI, it represents the global competitive benchmark for hospital coding and analytics platforms Ospi competes with conceptually.
• Epic Systems: Epic is the leading US-centric hospital EHR vendor offering coding assistance, analytics, and research data platforms. Although Epic does not specifically target French PMSI, it is a comparable incumbent in the broader hospital software and clinical-research-data ecosystem Ospi plays in.
• Agfa HealthCare: Agfa HealthCare provides enterprise imaging, EHR, and hospital IT solutions across Europe, including in France. It is comparable as a broader healthcare IT incumbent with overlapping analytics and hospital-data-management offerings for European hospitals.

Direct peers

• Softway Medical: Softway Medical is a French vendor of hospital information systems (Hopital Manager) used by both public and private French hospitals. It is directly comparable because Ospi's DIMbox is integrated with Hopital Manager, and Softway competes/collaborates in coding, patient administration, and PMSI-adjacent workflows for the same French hospital customers.
• Berger Levrault: Berger Levrault is a leading French hospital management software provider and a stated Ospi strategic partner. It serves the same French public and private hospital buyers with HR, finance, and patient administration software, and competes/collaborates with Ospi around private hospital coding and valorization workflows.
• Maincare Solutions: Maincare Solutions (formerly Maincare Idoc) is a French healthcare IT vendor providing hospital information systems, EHR, and data management solutions to French hospitals and GHTs. It is a comparable peer because it targets the same French public hospital market with overlapping software suites for clinical, administrative, and PMSI-related workflows.

Emerging players

• Enovacom (Dedalus): Enovacom, now part of Dedalus, specializes in healthcare data interoperability, integration, and hosting services for French and European hospitals. It is comparable to Ospi Cloud and Ospi Vision as a French-focused data infrastructure and integration player serving hospital customers.

Regional players

• Alcid (Groupe Softway): Alcid is a French vendor of PMSI and medical information department (DIM) software solutions for hospitals, including coding and valorization tools. It directly competes with Ospi's Cod+ and PMSIpilot offerings in the French PMSI coding and analytics niche.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat6 records

Key risks5 records

Key highlights6 records

Customer concentration

• LinkedInlinkedin.com/company/collective-thinking

Compliance5 records

Revenue estimate

Valuation estimate

Number of profiles

Funding overview

Funding rounds

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Collective Thinking