
Free / Open-sourceA free, AI-powered academic search engine for 240M+ papers across every scientific field
Free / Open-sourceA free, AI-powered academic search engine for 240M+ papers across every scientific field
Constellab records 0 monthly visits with 0% month-over-month growth and Contact for Pricing pricing. Floatz records 253 monthly visits with -36.8% growth and Contact for Pricing pricing.

Customisable digital labs for sovereign life-sciences data and AI
| Dimension / Metric | ![]() | ![]() |
|---|---|---|
| Official Domain | constellab.io | floatz.ai |
| Pricing Model | Contact for Pricing | Contact for Pricing |
| Monthly Visits | 0 (0) | 253 (253) |
| MoM Traffic Delta | 0 (0%) | -147 (-36.8%) |
| Primary Market & Share | 🌐 Global (—) | 🇨🇭 Switzerland (100%) |
| Direct Visits / mo | 0 | 94 |
| User Rating | 4.6 | 3.8 |
| 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-driven scientific due diligence for biotech investors
Search and analyse large bodies of scientific papers to answer specific research or therapeutic-area questions.
Distils dense literature into readable, source-linked summaries so findings can be traced back to the original publications.
Helps surface high-potential drug targets and relevant biological pathways across large document sets.
Frames evidence around scientific risk so life-science investors can review a thesis before capital is committed.

Free / Open-sourceA free, AI-powered academic search engine for 240M+ papers across every scientific field
Free / Open-sourceA free, AI-powered academic search engine for 240M+ papers across every scientific field

Free / Open-sourceAI academic search engine for peer-reviewed science

Free / Open-sourceAI research platform for reading, understanding and writing scientific papers
Free / Open-sourceAI research platform for reading, understanding and writing scientific papers
Free / Open-sourceAI research assistant for evidence-based literature review and synthesis
Free / Open-sourceAI research assistant for evidence-based literature review and synthesis
Free / Open-sourceAI answers grounded in 300M+ scholarly full texts
Free / Open-sourceAI answers grounded in 300M+ scholarly full texts
Free / Open-sourceGuideline-directed medical answers with citations, built for clinicians
Free / Open-sourceGuideline-directed medical answers with citations, built for clinicians

Decision infrastructure for governed enterprise AI agents
Decision infrastructure for governed enterprise AI agents
Free / Open-sourceInstitutional-depth market research with an AI copilot that builds, backtests, and screens for you
Free / Open-sourceInstitutional-depth market research with an AI copilot that builds, backtests, and screens for you

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

AI-generated digital twins that make clinical trials smaller, faster, and more informative
AI-generated digital twins that make clinical trials smaller, faster, and more informative

Engineer better proteins, faster, with AI

Cloud platform for design-of-experiments and lab automation that turns biological experiments into AI-ready data
Cloud platform for design-of-experiments and lab automation that turns biological experiments into AI-ready data