In-depth research and guidance.
Research and guidance on informatics, compliance, and the science of execution.
White Papers.
Active Knowledge Graphs: Why AI in Regulated Life Sciences Stalls Without Them
Most enterprise AI stalls in regulated life sciences because it runs on passive, retrospective knowledge graphs. This white paper introduces the active knowledge graph, generated by L7|ESP® at the point of execution, and shows how a neuro-symbolic architecture makes AI accurate, auditable, and AI-actionable across research, development, and GxP manufacturing.
DownloadOrchestrating the 98%: Why the Operational Harness Will Define Pharma’s Agentic Era
Only 2 percent of a production-grade AI system is decision logic. The other 98 percent is operational infrastructure. In pharmaceutical manufacturing, that infrastructure carries the weight of GxP compliance, audit, and validation. In this white paper, Vasu Rangadass, Ph.D., President and CEO at L7 Informatics, makes the case that AI orchestration, not model sophistication, will…
DownloadThe Economics of Digital Continuity: Quantifying the ROI of Unified Data Orchestration in PPM
The pharmaceutical industry faces a growing contradiction: accelerating molecular innovation constrained by legacy operational infrastructure. In this joint white paper, L7 Informatics President and CEO Vasu Rangadass and Turnberry Solutions Managing Partner Emily Anderson quantify the cost of fragmented data, the execution gap between portfolio visibility and operational reality, and the measurable ROI that unified…
DownloadThe Agentic Pivot: Strategic Reorientation for Regulated Process Industries
Point solutions digitized the work, but they didn't unify it. For pharma, biotech, and CDMO organizations, the result is systemic fragmentation that drains scientific talent, slows batch release, and blocks AI from delivering real value. In this white paper, Vasu Rangadass, Ph.D., President and CEO of L7 Informatics, makes the case and explains how regulated…
DownloadEnhance Gen AI Performance with Unifying Platforms
Generative AI is only as powerful as the data behind it. This in-depth article by Alfredo Coviello explores how structured data, knowledge graphs, and workflow orchestration are key to optimizing AI performance in life sciences.Generative AI is only as powerful as the data behind it. This in-depth article by Alfredo Coviello, Director of Product at…
DownloadComposable Architecture Enables Digital Transformation for Data-Driven Organizations
John F. Conway, Chief Visioneer Officer at 20/15 Visioneers gives his perspective on how selecting next-generation scientific software solutions built with composable architecture is a critical step in ensuring a successful digitalization “journey," a state-of-the-art no-code/low-code user experience, and remarkable IT and business efficiency gains.
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