Use Case

Agentic Clinical Trial Recruitment and Patient Matching

October 12, 2023
April 9, 2026
8 min read
20
min read
Data visualization and AI network
85%Reduction in manual data entry time
60–80%
reduction in recruitment time
3.2xIncrease in underwriting throughput
Significant
improvement in enrolment targets and diversity
100%Sovereign data compliance maintained
Full
regulatory compliance and auditability

Clinical trial recruitment is one of the biggest bottlenecks in drug development. Manual screening of patient records against complex inclusion/exclusion criteria is slow and often fails to meet diversity targets. This sovereign multi-agent system accelerates matching while ensuring full privacy and compliance.

The Challenge of Slow Clinical Trial Recruitment

Before implementing Singularity IO's agentic platform, underwriting teams spent up to 40% of their time manually extracting data from PDFs, emails, and legacy systems. This not only slowed down the quotation process but also introduced the risk of human error in critical risk assessment models.

Business Challenge
Clinical trial recruitment is slow, costly, and often fails to meet diversity targets because manual screening of patient records cannot keep pace with complex inclusion/exclusion criteria.
How Agentic AI Helps
A sovereign multi-agent system rapidly matches eligible patients to trial protocols while ensuring full data privacy and regulatory compliance.
Detailed Automated Business Process
The system scans de-identified patient records using sovereign RAG, applies trialspecific criteria, ranks candidates by suitability, and generates outreach materials for ethics-approved contact.
Potential Business Impact
Recruitment time can be cut by 60–80%, enrolment targets are met faster, and trial diversity improves significantly.
Key Takeaways

Implementation Stack

LangGraphLlama 3 (Self-Hosted)ExoscalePostgreSQLn8n

Ready to accelerate your clinical trials?

Learn how sovereign agentic recruitment can speed up your drug development pipeline.

Ready to accelerate your clinical trials?

Learn how sovereign agentic recruitment can speed up your drug development pipeline.

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Measurable Impact

How Singularity's sovereign agentic workflows transformed operations and delivered concrete ROI for this implementation.

85%
3.2x
$1.5M
99.9%
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