Free / Open-sourceOpen-source model and dataset hub with one-click online demos
Free / Open-sourceOpen-source model and dataset hub with one-click online demos
Constellab records 0 monthly visits with 0% month-over-month growth and Contact for Pricing pricing. MD.ai records 6,650 monthly visits with -11.2% growth and Contact for Pricing pricing.

Customisable digital labs for sovereign life-sciences data and AI
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | constellab.io | md.ai |
| Pricing Model | Contact for Pricing | Contact for Pricing |
| Monthly Visits | 0 (0) | 6.65K (6,650) |
| MoM Traffic Delta | 0 (0%) | -838 (-11.2%) |
| Primary Market & Share | 🌐 Global (—) | 🇺🇸 United States (62.5%) |
| Direct Visits / mo | 0 | 2.6K |
| User Rating | 4.6 | 4.4 |
| Supported Platforms | Website | Website |

Customisable digital labs for sovereign life-sciences data and AI
Assemble analysis pipelines from reusable method bricks so scientific workflows are reproducible and easy to share across teams.
Bring together data from instruments, files and external sources into one governed, traceable environment.
Choose cloud, on-premises or edge deployment so sensitive life-sciences data stays where governance requires.
Manage research projects, search across datasets and run analyses from a unified workspace built for scientific teams.
AI-powered radiology reporting and DICOM-native medical imaging annotation
Automatic template selection, dictation-to-findings mapping, impression generation and proofreading inside a radiology reporting workflow.
Generates billing codes from the report and produces patient-friendly audio summaries for clearer communication and education.
HL7 and DICOM integration connects the reporting tool to existing clinical systems, with AI-driven or traditional reporting modes available.
Build labeled imaging datasets with native DICOM support, AI-assisted annotation, an FDA 510(k)-cleared viewer and elastic scaling.
Free / Open-sourceOpen-source model and dataset hub with one-click online demos
Free / Open-sourceOpen-source model and dataset hub with one-click online demos
Free / Open-sourceGuideline-directed medical answers with citations, built for clinicians
Free / Open-sourceGuideline-directed medical answers with citations, built for clinicians

Human-validated training data and evaluation services for frontier AI models
The multimodal data layer for computer vision and physical AI teams

Free / Open-sourceLabel any data. Evaluate any AI.

Free / Open-sourceGenerative AI for medical and everyday health questions
Free / Open-sourceGenerative AI for medical and everyday health questions

Free / Open-sourceAI analysis that turns X-rays, CT scans, MRI and ultrasound into plain-language reports
Free / Open-sourceAI analysis that turns X-rays, CT scans, MRI and ultrasound into plain-language reports

Decision infrastructure for governed enterprise AI agents
Decision infrastructure for governed enterprise AI agents

AI lung cancer screening that finds eligible patients and scores every nodule
AI lung cancer screening that finds eligible patients and scores every nodule

Research-led AI development and consulting from Germany
Research-led AI development and consulting from Germany

Free / Open-sourceAI data annotation platform and managed labeling services for AI training data
Free / Open-sourceAI data annotation platform and managed labeling services for AI training data

Enterprise clinical AI that turns medical imaging into faster, more confident care decisions.
Enterprise clinical AI that turns medical imaging into faster, more confident care decisions.