L7 BLOG

Insights for Connected, AI-Actionable Life Sciences

Explore the latest ideas shaping life sciences, with expert perspectives on agentic AI, operating system, architecture, contextualized data, and connected operations.

EDITOR'S PICK
Blog

The Clinical Trial Paradox & The Pragmatic Middle Path: Unifying Biological Boldness with Enterprise IT Risk Management

Vasu Rangadass, President and CEO of L7 Informatics, and Ray Veeraraghavan, VP of Science and AI, examine the clinical trial paradox: pharma takes bold biological risks while IT often defaults to familiar, conventional systems. That divide stalls most life science AI initiatives. Their pragmatic middle path adds orchestration over existing systems instead of replacing them,…

Read: The Clinical Trial Paradox & The Pragmatic Middle Path: Unifying Biological Boldness with Enterprise IT Risk Management
LATEST THINKING

Blog Posts.

Digital Orchestration

Bridging the AI Chasm in Life Sciences: Why Orchestration Platforms Are the Key to Intelligence

AI in life sciences is only as good as the data it’s built on. In this POV by Vasu Rangadass, Ph.D., discover why orchestration platforms are the missing link between fragmented IT systems and AI-ready knowledge, enabling true Agentic AI and intelligent automation. Learn how leading pharma companies are transforming operations with a structured approach…

4 MIN
Customer Story

Building the Future of Cell Therapy: How Cellipont Bioservices Transformed Manufacturing Through Enhanced Quality and Operational Efficiency with a Unifying Platform

Paper-based workflows slow progress in cell therapy manufacturing. For Cellipont, the solution was clear: digital transformation with L7|ESP. By replacing manual inefficiencies with streamlined, automated processes, Cellipont improved quality, compliance, and operational efficiency—setting a new industry standard. Learn how they achieved a fully digitalized, future-ready manufacturing ecosystem.

2 MIN
Generative AI

Unleashing the Power of Gen AI: It’s All About the Data

Generative AI is transforming life sciences, but its success depends on high-quality, structured data. Read the blog post and learn how contextualized data, knowledge graphs, and ontology integration enhance AI performance and drive innovation.

2 MIN
Data Contextualization

Breaking Down Data Silos in Life Sciences for Smarter AI

In this POV, Vasu Rangadass, Ph.D., explains why a unifying platform approach is key to achieving smarter AI, streamlined workflows, and real-time insights that transform R&D and manufacturing operations.

3 MIN
Digital Transformation

Why Disruptive Technology is the Key to Transforming Life Sciences

L7 and Zaether discuss the critical role of disruptive technology in reshaping life sciences. From breaking silos to enabling AI-driven insights and streamlining tech transfer, their partnership offers a path toward systemic transformation. Learn how unified platforms and collaboration accelerate innovation and improve patient outcomes.

5 MIN
Manufacturing

Scaling Biomanufacturing for the Future: Why Data as an Asset is Non-Negotiable

In this POV, Steven Barash highlights the critical role of digital infrastructure and why treating data as an asset is key in scaling cell and gene therapy manufacturing. He offers a bold vision for future-proofing biomanufacturing and ensuring patient access through data-first strategies.

3 MIN
Manufacturing

The State of Biomanufacturing Today: Why Digital Change Can’t Wait

In this POV, Steven Barash explains why modernizing digital infrastructure isn’t optional—it’s essential to eliminating delays, reducing risks, and keeping pace with biotech innovation.

3 MIN
Product Update

Take a Look Inside the Latest Version of L7|ESP®, Version 3.4

L7|ESP® includes various new capabilities and enhancements to boost your efficiency and ROI. Read the blog to learn more.

2 MIN
Customer Story

Saying “No” to the Status Quo: How The Jackson Laboratory is Unlocking Research Excellence

L7|ESP® enabled JAX to orchestrate and execute their scientific workflows, thereby contextualizing their data to unlock its full value.

2 MIN
Platform

L7|MASTER®, A Digital Low Code Authoring Tool to Digitalize Science Across Research, Therapeutics, and Diagnostics

L7|MASTER®, a foundational application of the L7 Enterprise Science Platform (L7|ESP®), is a low code/no code authoring tool that enables the creation of any scientific data and process model as a single digital standard, similar to the MP3 file for music.

6 MIN
MES

L7 MES, The Comprehensive Manufacturing Execution System for the Precision Therapeutics Workflow

L7 MES streamlines entire productions in the pharmaceutical industry while enabling review-by-exception manufacturing and ensuring 21 CFR Part 11 compliance for the production of small molecules, biologics, and CGT products. L7 MES is part of the Unified Platform L7|ESP® where manufacturing execution system data resides in the same database as LIMS and inventory data. It…

4 MIN
Scheduling

L7 Scheduling Builds on Embedded Workflows to Maximize Production Capacity and Operational Efficiency

L7 Scheduling efficiently manages the schedules of personnel, workgroups, locations, equipment, and custom resources. It dynamically and automatically links these schedules to entries and "schedulable" data sources. This functionality is invaluable for laboratories and therapeutic manufacturing units, ensuring streamlined operations and optimized resource utilization.

8 MIN

Put these ideas to work on your workflows

See how L7|ESP unifies data, people, and processes for AI-actionable science.

Request a Demo