MedIT Solutions Kurman i Wspólnicy Sp. z o. o.

What MedIT Solutions Kurman i Wspólnicy Sp. z o. o. does

MedIT Solutions Kurman i Wspólnicy Sp. z o. o. is a privately held Polish company, founded in 2018 and headquartered in Częstochowa, that develops AI products and services for the healthcare sector. Its core technical work centers on compact (small) language models optimized for on-premise or cloud deployment via proprietary LLaMA pruning techniques, combined with an in-house Reinforcement Learning with Human Feedback (RLHF) data creation pipeline for healthcare LLMs and graph-powered machine learning applied to patient-oriented predictions and clinical NLP tasks such as entity extraction, summarization, sentiment analysis, and speech recognition.

The company monetizes through professional services and bespoke enterprise engagements rather than published pricing. Offerings include: (1) RLHF Data Labeling and Generation Services producing curated instruction-like healthcare data, clinical text synthesis, and synthetic artificial patient records; (2) Healthcare AI/ML Solutions built on NLP and graph databases for clinical text interpretation, diagnosis prediction, and chatbot deployment; (3) tailored consulting and custom language model development; and (4) the MedCases software platform (medcases.io) for clinical case management and medical knowledge. LLaMA Pruning is also published openly on GitHub and Hugging Face, serving as both research output and developer-relations channel.

Go-to-market is sales-led via the company website and a healthcare partnership network that targets hospitals, clinics, outpatient centers, MedTech businesses, research institutions, and government entities. The company employs 1-10 people, is led by CEO Mariusz Kurman and CIO Bartek Smoczyński, has no disclosed external funding, no named reference customers, no certifications, and no patents in the source data. Listed partners are limited to two minor alliances (x-kom and egomedica), and disclosed geographies are restricted to Poland under Europe despite global claims on certain distribution channels.

Name

MedIT Solutions Kurman i Wspólnicy Sp. z o. o.

Legal name

MedIT Solutions Kurman i Wspólnicy Spółka Z o.o.

Website

https://meditsolutions.pl

Company type

Private

Founded year

2018

Operating status

Operating

Headcount range

1–10 employees

Short description

MedIT Solutions is a privately held Polish firm, founded in 2018 and based in Częstochowa, that builds small language models, RLHF data services, and graph-based NLP solutions for healthcare providers, MedTech businesses, research institutions, and government health entities.

Ownership category

akta.pro rank

Product category

Healthcare AI Software

NAICS

Computer Systems Design Services (541512), Computer Systems Design and Related Services (54151), Scientific Research and Development Services (5417)

SIC

Services-Prepackaged Software (7372), Services-Computer Integrated Systems Design (7373), Services-Health Services (8000)

akta.pro primary industry

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

akta.pro secondary industries

DTx/SaMD Evidence, Outcomes & Real-World Data (RWE) Platforms (HLACANAM), Healthcare Outcomes & Real-World Evidence (RWE) Analytics (BPAHALAN)

Keywords

• Healthcare AI solutions
• Small language models
• RLHF data labeling
• Clinical NLP solutions
• Medical machine learning

Headquarters

HQ city

Czestochowa

HQ country

Poland

HQ region

Europe

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

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

Revenue model

1. Data Labeling and Generation Services: Creating curated RLHF datasets for LLMs in healthcare, including instruction-like healthcare data, data labeling, clinical text synthesis, and artificial patient generation.
2. Healthcare ML Solutions: Building turnkey AI solutions using NLP and graph technologies, including identifying problems, developing proof of concept, proposing deliverables, developing models, and productizing/maintaining solutions.
3. Consulting Services: Tailored language models and consulting services to meet specific business needs, including tailored AI solutions for organizations.

Pricing tiers

Go-to-market motion2 records

Distribution channels3 records

Marketing channels3 records

Core offering

MedIT Solutions builds compact/small language models and delivers healthcare-focused AI services, including RLHF data labeling and generation for medical LLMs, NLP- and graph-powered machine learning solutions for clinical text and patient-oriented predictions, and tailored consulting for high-performance on-premise or cloud deployments. Their physician-led team develops curated healthcare datasets and deploys optimized models for hospitals, clinics, MedTech firms, research institutions, and government health entities.

Product overview

MedIT Solutions offers a portfolio of AI solutions centered on small language models for healthcare applications. The core offerings include RLHF data labeling and generation services, healthcare-specific machine learning solutions using NLP and graph databases, and compact language models optimized via proprietary LLaMA pruning techniques. These products work together as an integrated ecosystem: data labeling services provide the training data foundation, the machine learning solutions deliver NLP-powered healthcare analytics, and the small language models serve as the AI engine. The company also publishes open-source research via LLaMA Pruning on GitHub and Hugging Face, and offers consulting services for custom implementations. A partnership network enables collaboration with healthcare providers, while MedCases serves as the company's software platform for the healthcare sector.

Differentiator

Problem solved

Functional benefit

Brands

• MedCases: Healthcare software product platform developed by MedIT Solutions for clinical case management and medical knowledge.

Products and services

• Small Language Models (Compact Language Models)
• RLHF Data Labeling and Generation Services
• Healthcare AI / Machine Learning Solutions
• AI Consulting Services
• MedCases

Quantifiable outcome

• Superior performance with fewer parameters through model optimization techniques

Segments4 records

Ideal customer profiles4 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability9 records

Feature4 records

Scale indicators1 record

Recent moves6 records

Expansion highlights5 records

Direct peers

• Glass Health: Glass Health develops AI-powered clinical decision support and physician-led language model products for clinicians. It competes directly with MedIT in the niche of physician-curated clinical AI for individual practitioners and small healthcare organizations.
• Surge AI: Surge AI provides high-quality RLHF data labeling and human-feedback datasets for training foundation models. It is a direct peer to MedIT's RLHF data services business, though focused across industries rather than purely healthcare.
• John Snow Labs: John Snow Labs provides healthcare-specialized NLP, large language models, and AI platforms for clinical text, entity extraction, and medical data labeling. It is the most direct comparable to MedIT's combination of healthcare NLP solutions, RLHF-style data services, and clinical domain expertise.
• Abridge: Abuild AI for clinical documentation and conversation, including ambient scribe and speech recognition for doctors. It overlaps directly with MedIT's speech-to-text for clinical workflows and healthcare language model offerings.
• Suki AI: Suki builds AI voice assistants and documentation tools for clinicians, combining speech recognition with LLM-powered summarization. It is comparable to MedIT on the audio/text modality and physician-facing AI axis.

Broad incumbents

• Scale AI: Scale AI is a leading AI data labeling and RLHF platform serving foundation model developers across industries including healthcare. It competes with MedIT on the data services side while operating at much larger scale and broader market.
• IQVIA: IQVIA is a global healthcare data, analytics, and clinical research giant offering AI/ML services and real-world evidence platforms. It is a broad incumbent comparator that competes with MedIT for healthcare AI and data labeling budgets at much larger scale.
• Tempus AI: Tempus applies AI and machine learning to clinical and molecular data for precision medicine. While MedIT is smaller, both operate at the intersection of clinical data, AI models, and healthcare delivery insights.
• Health Catalyst: Health Catalyst is a healthcare data and analytics platform serving hospitals and health systems with AI-driven insights and data warehousing. It overlaps with MedIT's healthcare data and ML analytics positioning but operates at a much larger scale.

Others

• Hugging Face: Hugging Face hosts MedIT's published models and is the open ML platform that the company leverages for distribution. It is adjacent infrastructure rather than a direct competitor, but it shapes the economics of MedIT's open-source SLM strategy.

Market position

Strengths4 records

Weaknesses4 records

Competitive moat4 records

Key risks7 records

Key highlights6 records

Customer concentration

• GitHubgithub.com/MedITSolutionsKurman/llama-pruning
• LinkedInlinkedin.com/company/medit-solutions-pl/?originalSubdomain=pl

Revenue estimate

Valuation estimate

Number of profiles

Profiles2 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 MedIT Solutions Kurman i Wspólnicy Sp. z o. o.