Submissions scattered across systems
Regulatory evidence lives in LIMS, ERP, RIM, and document repositories — each with its own formats and terminology. Every filing starts with a hunt across systems that were never designed to talk to each other.
From molecule to market, one governed data spine.
Fluree connects clinical, regulatory, and commercial data into a single governed knowledge graph your teams — and your AI — can trust. No rip-and-replace, and no more assembling compliance lineage by hand.
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Pharma runs on data its own systems can’t connect.
Decades of best-of-breed systems left life-sciences data fragmented exactly where it matters most — submissions, studies, and audit trails.
Clinical data trapped per-study
Each trial captures data in its own schema and vocabulary, so nothing learned in one study carries into the next. Cross-study questions mean manual reconciliation, again and again.
Compliance lineage assembled by hand
When a reviewer or auditor asks where a number came from, teams reconstruct provenance manually — tracing spreadsheets, emails, and system exports back to the source, one data point at a time.
Four ways life-sciences teams put the graph to work.
Start with the workflow that hurts most. Each one runs on the same governed foundation, so the second use case ships faster than the first.
Medical & commercial Q&A with traceable answers
Give medical affairs and commercial teams governed, source-cited answers over connected pharma data — so every response carries its provenance instead of a shrug.
AI-ready in weeks, not months.
Not a benchmark — a production deployment at a $2B+ pharmaceutical company.
Featured case study
How a $2B+ Pharmaceutical Company Made Its Data AI-Ready in Weeks Instead of Months
10x
faster data delivery
$3M
manual labor cost reduced
3 weeks
new use cases live
Go deep on the workflow that matters to you.
Each solution page covers the architecture, the partners, and the path to production for one life-sciences workflow.
Written by the people who build this.
Practitioner guides and reference material on semantic data, knowledge graphs, and regulatory compliance in life sciences.
Make your pharma data compliant, connected, and AI-ready.
Tell us where your data lives today — we’ll show you what a governed knowledge graph looks like on your systems.