
Lab in the Loop: Connecting Dry Lab AI to Wet Lab Operations
The dry lab side of most R&D organizations is producing more experimental candidates than the wet lab can absorb. AI models identify compound targets in
Insights on smarter lab operations, digital infrastructure, and real-world R&D challenges, written for IT, Ops, and scientific leaders.

The dry lab side of most R&D organizations is producing more experimental candidates than the wet lab can absorb. AI models identify compound targets in

Every R&D conference in 2026 tells the same story. Connected instruments. Intelligent workflows. AI-powered research. The smart lab, as the industry describes it, is a

Every year, thousands of IT Directors and Lab Operations Managers return from industry conferences carrying tote bags full of brochures, slide decks, and big ideas.
Most R&D labs operate the same way. Equipment data lives across spreadsheets, maintenance logs sit buried in email threads, and nobody has a clear picture

As R&D organizations grow, lab workflows become increasingly complex. What once worked through email, spreadsheets, and informal coordination quickly turns into a bottleneck when labs

In large R&D organizations, shared laboratory equipment is both a critical enabler and a frequent bottleneck. High-value instruments such as imaging systems, analytical platforms, robotics,

Preparing for an FDA audit is one of the most demanding responsibilities for any laboratory leader. In their Lab Manager article “Preparing for an FDA

For modern R&D organizations, scientific insight alone isn’t enough to accelerate discovery. Lab productivity increasingly depends on how well teams manage their assets-from centrifuges and

Across the global R&D landscape, innovation speed defines competitiveness. Yet, even world-class research teams lose enormous productivity to the same hidden problem: inefficient lab operations.
Pharma and biotech organizations invest billions in R&D every year — yet most still struggle to answer a simple question: Where are our lab assets,

Best Biotechnology Lab Management Software (2026 Guide) Running a biotechnology lab with 50+ scientists is no small feat. As your research scales, so do the

When enterprise R&D teams evaluate digital lab platforms, Benchling vs Labguru is often the first comparison. Both solutions focus on managing scientific workflows and documentation,