Where competitive intelligence meets scientific research
The only competitive intelligence application for research scientists
100k
Pipeline drugs with more added every month
50k
Targets organized into interactive radar maps and landscape charts
60k
Reseach programs and 15k organizations updated in real-time
“This can be a massive time-saver for us. The complete Causaly suite enables us to do a target prioritization exercise in 5 days, that would otherwise take 4 weeks to complete.”

Power even more of the research workflow from a single, AI-native platform
Make faster, data-driven decisions from target discovery to clinical strategy with the most comprehensive and interactive pipeline intelligence available.
The fastest way to surface relevant drug programs
Quickly search, filter, and sort through over 100,000 pipeline drugs from 15,000 organizations. Whether you're looking by target, indication, modality, or development phase, the list view makes competitive mapping seamless and scalable.
A complete view of the competitive development pipeline
Visualize every drug's latest clinical phase in a structured grid color-coded by modality. Instantly identify who’s advancing, where saturation exists, and where opportunities lie across 50,000+ targets.
Track clinical progress across every program and indication
See how drugs move through clinical trials over time with a dynamic timeline showing real-time status across multiple indications. Anticipate competitor milestones, assess trial velocity, and inform strategic planning with data that’s always up to date.
Spot white space and modality trends in seconds
This unique radial visualization plots the latest development phase of drugs by modality, target, or indication. With a single view, scientists can explore maturity across 60,000 research programs and uncover underexplored areas or oversaturated spaces.
The only AI-powered competitive intelligence application for researchers
Pipeline Graph is the only application that uses advanced scientific AI to connect competitive intelligence with deep biological context. Unlike legacy tools that rely on manual updates and shallow coverage, it continuously extracts insights from a growing network of sources including company websites, press releases, patents, preprints, industry news, CT.gov, PubMed, GWAS, and Medline into a single, interactive view. Our proprietary AI allows Pipeline Graph to be not just comprehensive, but exponentially expanding.
- Thousands of new drugs added regularly
- 96% accuracy in drug–target associations
- Validated by in-house team of scientists

Research smarter with Causaly's scientific copilot
With Causaly’s Copilot built into Pipeline Graph, scientists can go beyond static dashboards and ask direct, follow-up questions at any point in their workflow. Legacy tools can only show what’s on the page; our scientific copilot lets you interrogate the data like a colleague, helping you surface critical insights without switching context or sifting through documents.
- Are there any clinical trials currently investigating NECTIN4-targeting drugs?
- What are the inclusion and exclusion criteria for clinical trials investigating NECTIN4-targeting drugs?
- What are the typical exclusion criteria for participants in NECTIN4-targeting drug studies?
Make pipeline decisions with biological precision
Pipeline Graph is uniquely integrated with Causaly’s Bio Graph—giving scientists access to over 500M proprietary, scientist-curated data points rooted in biological cause-and-effect. While Pipeline Graph reveals the competitive and clinical landscape, Bio Graph provides the mechanistic insight behind it, helping researchers understand disease biology, identify novel targets, and generate hypotheses.
- Interactive network views
- Branching dendrograms
- Expandable timelines
Causaly for R&D, AI, and IT teams
Causaly brings together millions of data sources, including preclinical, clinical, preprints, and customers’ internal information and makes it useful throughout the R&D process. Teams use Causaly to:

Identify and prioritize targets
With mature AI research tools and workflow automations built for target assessment, understand the complete picture of biomedical information in minutes and make stronger decisions about target prioritization.

Discover novel biomarkers
Probe the biological function, expression patterns, disease association, mechanism of action and more of a biomarker by simply asking questions in Causaly’s scientific AI copilot.

Decipher disease pathophysiology
Explore and share knowledge about environmental and lifestyle mechanisms, anatomy, physiology, molecular processes, heterogeneity, and more.
Change management expertise, including PhD scientists
Call on our team of PhD scientists for all the support needed in getting the most out of research applications like Discover. Causaly’s change management team supports clients with a range of deep expertise — from AI strategy to enterprise-level research science — throughout their journey: from strategy and business alignment, deployment, program management, and day-to-day research support.
Get to know Causaly
What would you ask the team behind life sciences’ most advanced AI? Request a demo and get to know Causaly.
Request a demo