Capish

Name

Capish

Legal name

Capish International AB

Website

https://capish.com

Company type

Private

Founded year

2001

Operating status

Operating

Headcount range

11–50 employees

Short description

Capish International AB is a privately held Swedish software company that sells Capish Reflect, a no-coding, graph-database clinical data exploration platform, plus data curation services and Pronto application templates, to pharmaceutical, biotech, CRO, and academic customers across EMEA, North America, and Asia.

Ownership category

akta.pro rank

Product category

Clinical Data Analytics Software

NAICS

Software Publishers (513210), Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services (51821)

SIC

Services-Prepackaged Software (7372), Services-Computer Processing & Data Preparation (7374)

akta.pro primary industry

Bioinformatics & Multi-omics Analysis Software (HLAGAJAD)

akta.pro secondary industries

Healthcare Terminology, Ontology & Code Set Management (SNOMED/LOINC/ICD/RxNorm) (HLACAIAF), Records & Information Management (RIM) / Records Management (HDAEAGAC)

Keywords

• Clinical data visualization
• Graph database software
• Clinical trial analytics
• Healthcare data ontology
• Data curation services

Headquarters

HQ city

Malmö

HQ country

Sweden

HQ region

Europe

Offices3 records

Markets served

GTM type

B2B

Offering type

Software

Cost components

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

Revenue model

1. Software Licensing (Capish Reflect): Web-based software for clinical data exploration and visualization. Sold as subscription or license to pharmaceutical companies, biotech firms, CROs, and research institutions. Pricing based on user seats and customization requirements.
2. Data Curation Services: Expert services including data modeling, harmonization, cleaning, structuring, and mapping customer data to Capish's ontology. Provided as professional services in close collaboration with customers during implementation.
3. Capish Pronto Applications: Pre-configured, ready-to-go application templates built on proven workflows. Customized and deployed for specific customer needs and use cases.

Pricing tiers

Go-to-market motion2 records

Distribution channels3 records

Marketing channels5 records

Core offering

Capish develops web-based clinical data exploration and visualization software built on a patented graph database with an ontology-based information model. The flagship Capish Reflect product enables pharmaceutical, biotech, CRO, and research organizations to search, filter, create cohorts, and analyze complex clinical datasets without coding. Complementing the software are Capish Curation data harmonization services and Capish Pronto pre-configured application templates.

Product overview

Capish offers a modular product portfolio centered on graph-based data exploration for clinical and life sciences data. The core platform is Capish Reflect, a web-based software that enables query, visualization, and cohort analysis without coding, built on a property graph database and the proprietary Capish Ontology. Capish Curation is the accompanying data harmonization and structuring service that transforms raw data into standardized, ontology-mapped XML formats stored in Capish Holons. Capish Pronto provides pre-configured, role-specific application templates (such as the Clinical Data Repository and Ongoing Study Explorer) built on top of Capish Reflect's modular framework, enabling faster deployment for common workflows. Customer-specific solutions extend the platform through tailored configurations and integrations. The portfolio is further underpinned by the patented Capish Reflective Logic query engine and the Capish Information Graph architecture.

Differentiator

Problem solved

Functional benefit

Brands

• Capish Reflect: A powerful, purpose-built software for clinical science designed to transform how users explore and interact with complex data. Features an advanced graph database and standardized ontology enabling seamless access, visualization, and analysis.
• Capish Curation
• Capish Pronto

Products and services

• Capish Reflect Web-based clinical data exploration and visualization software built on a graph database and standardized ontology. Enables pharmaceutical, biotech, CRO, and research teams to search, filter, create cohorts, and analyze complex clinical datasets via a point-and-click interface with no coding required.
• Capish Curation Professional data harmonization and structuring service that transforms raw clinical data into standardized, quality-controlled XML formats mapped to the Capish Ontology, enabling future-proof storage and seamless integration into the Capish graph database.
• Capish Pronto Suite of pre-configured, ready-to-deploy application templates built on Capish Reflect's modular framework, including the Capish Clinical Data Repository and Capish Ongoing Study Explorer, designed to jump-start projects with proven workflows.
• Capish Clinical Data Repository A Capish Pronto application focused on comparative analysis of completed study designs, patients, and treatments in terms of efficacy and safety, providing historical overviews of adverse events and supporting better study design.
• Capish Ongoing Study Explorer A Capish Pronto application for monitoring ongoing or recently completed studies, providing trend overviews, anomaly and outlier identification, biomarker timeline tracking, screening failure analysis, and study center performance metrics.
• Capish Solutions Customer-specific collaboration platform built on Capish Reflect, enabling streamlined interactions across teams and stakeholders with customized data access for external partners, scientists, and investors.

Quantifiable outcome

• Reduced time spent waiting for data and minimizing dependencies
• +2 more outcomes

Segments5 records

Ideal customer profiles3 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

Feature5 records

Scale indicators2 records

Recent moves6 records

Expansion highlights5 records

Broad incumbents

• Veeva Systems: Veeva is a leading cloud platform provider for the life sciences industry, offering clinical, regulatory, and commercial solutions. It competes with Capish at the higher end of clinical data management where pharma enterprises standardize on broad platforms, though Veeva's scope is far wider than Capish's clinical data exploration niche.
• Medidata Solutions (Dassault Systèmes): Medidata provides a comprehensive clinical trial platform (Rave, Synthetic Control Arm, AI analytics) used by most large pharma and CROs. It overlaps with Capish in clinical data capture, management, and analytics, but operates as a broad incumbent suite rather than a focused graph-based exploration tool.
• IQVIA: IQVIA combines clinical research services with advanced analytics and data platforms for life sciences. Its technology offerings intersect with Capish in clinical data analysis and study design, while its scale and CRO services make it a broad incumbent rather than a direct niche competitor.

Direct peers

• TriNetX: TriNetX operates a global health research network and clinical trial optimization platform with cohort discovery, real-world data, and analytics for pharma and CROs. It is closely comparable to Capish in clinical data exploration, cohort building, and trial feasibility, serving the same pharma/biotech buyer.
• Dotmatics: Dotmatics provides a scientific R&D platform (GraphPad Prism, SnapGene, Geneious) for data management, visualization, and informatics across life sciences. It parallels Capish in scientific data exploration and visualization, though Dotmatics spans discovery research rather than purely clinical data.

Emerging players

• Owkin: Owkin applies AI and federated learning to clinical and biomedical data for pharma and academic research, with emphasis on data exploration, biomarker discovery, and clinical trial support. It is comparable in applying advanced data methods to clinical/life sciences, though its modality is AI/ML rather than graph-based ontology.
• Flatiron Health: Flatiron Health curates oncology real-world clinical data and offers analytics tools for oncology research, clinical trials, and care delivery. It shares with Capish a focus on harmonizing and exploring complex clinical datasets for research and decision-making, though Flatiron is oncology-specific.
• BC Platforms: BC Platforms provides genomic and clinical data management infrastructure with ontology-driven data harmonization for pharma, research, and precision medicine. It is comparable in building ontology-based life sciences data platforms, though its emphasis leans toward genomics rather than general clinical data exploration.
• Datavant: Datavant focuses on linking and de-identifying healthcare data to enable clinical research and analytics across organizations. Its adjacency to Capish lies in enabling data interoperability and exploration across fragmented clinical sources, though Datavant is more transport/linking-oriented than visualization-led.

Others

• QlikTech (Qlik): Qlik is the data visualization and analytics company co-founded by Capish's founder Dr. Staffan Gestrelius, sharing the DNA of graph-based associative data exploration. It is thematically related to Capish Reflect in technology philosophy (associative/index-driven exploration) though Qlik operates across industries rather than specializing in life sciences.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat4 records

Key risks6 records

Key highlights6 records

Customer concentration

• LinkedInlinkedin.com/company/capish-international-ab

Revenue estimate

Valuation estimate

Number of profiles

Profiles9 records

Subsidiaries2 records

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 Capish