Involve Insights

Field notes, frameworks, and lessons learned from building data-driven labs and scalable analytics in biotech and pharma.

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Data Model
Benchling
digital lab maturity model
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AI in Product Development
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Benchling
Data Model
Benchling
Legacy ELN Migration to Benchling | Involve Data
October 19, 2026
.
9 min

Moving Legacy Data into Benchling Without Losing Scientific Context

How Involve Data preserves scientific context and prepares legacy data for analysis and AI. Part 2 of our Benchling series.

Benchling
Data Model
Benchling
Building Benchling Around Your Science: The Data Foundation AI Depends On
October 12, 2026
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7 min

Building Benchling Around Your Science: The Data Foundation AI Depends On

How Involve Data turns scientific workflows into a data model your team can build on. Part 1 of a four-part series.

connected lab
lab orchestration
lab in the loop
digital lab maturity model
AI Coding Agents
Whitepaper
The Connected Lab: A Digital Lab Maturity Model
September 17, 2026
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18 min

The Connected Lab

Introducing the Digital Lab Maturity Model, a framework for connecting the bench to the enterprise and accelerating the Design–Make–Test–Analyze loop.

Organizational Design
Organizational Design
The Shift Upstream: Why Scrum Must Evolve for AI-Driven Development
April 25, 2026
.
5 min

The Shift Upstream: Why Scrum Must Evolve

Seamlessly integrate lab automation into every step of your workflow, from sample preparation to data analysis, ensuring consistency and precision throughout the entire process.

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