🧬 Making Lab Data Actionable Through Automation | Nathan Clark Rerelease (4/4)

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“The other half is, okay, what do you do with that? Because you just got a bunch of, you got this huge dump of uncontextualized lab data. What does it mean?”

In this part of the podcast, Nathan Clark explains how Ganymede approaches data integration and automation in life sciences. He discusses why lab instruments and workflows require customized connectors, how a developer platform can help teams adapt integrations quickly, and why moving data online is only part of the challenge.

Nathan also describes Ganymede's two-tier product approach, the role of scientific software engineers, and a consultative go-to-market strategy built around explanatory materials and custom demonstrations. He explains which biotech companies may benefit most from the platform and why data strategy becomes increasingly important as organizations grow.

The conversation looks ahead to data products, asset utilization, predictive maintenance, automated quality-control checks, and the practical value of connecting multiple laboratory systems. Nathan also shares his perspective on incremental digital transformation, building toward AI with contextualized data, the mentors who shaped his career, and why he would have taken entrepreneurial risks sooner.

Key Topics Covered:

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Website: https://www.excedr.com/podcast

Find Nathan Clark at these links:

LinkedIn: https://www.linkedin.com/in/nathan-clark-4b850134/

Website: https://ganymede.bio/

Find our host, Jon Chee, at these links:

LinkedIn: https://www.linkedin.com/in/jonchee/

Learn more about Excedr:

LinkedIn: https://www.linkedin.com/company/excedr/

Website: https://www.excedr.com/

Intro/Outro music:

OkKyojin: https://flow.page/kyojin

Resources & Articles:

NIST Design of Experiments: https://www.itl.nist.gov/div898/handbook/pri/pri.htm

AWS Data Lakes and Analytics: https://aws.amazon.com/big-data/datalakes-and-analytics/

Benchling Resources: https://www.benchling.com/resources

Elemental Machines: https://elementalmachines.com/

Companies, Universities, & People Mentioned:

Benchling: https://www.benchling.com/

Affirm: https://www.affirm.com/

Goldman Sachs: https://www.goldmansachs.com/

AWS: https://aws.amazon.com/

Elemental Machines: https://elementalmachines.com/

SAP: https://www.sap.com/

Salesforce: https://www.salesforce.com/

HubSpot: https://www.hubspot.com/

Ramp: https://ramp.com/

Benson, Ganymede co-founder; surname not stated

Nikki, Affirm product manager; surname not stated

Sanjay, Benchling product manager; surname not stated

00:00 Intro

02:06 Building the Technical Team

02:36 Why Lab Integrations Require Customization

04:01 Turning Raw Bioreactor Data Into Analysis

06:40 The Developer Platform and Two-Tier Product

07:07 Maintaining Fragile Integrations Quickly

08:28 Ganymede's Consultative Go-to-Market

10:33 Who Benefits Most From the Platform

14:30 Data Lakes, Context, and Data Swamps

16:14 Building Incremental Value Before AI

20:33 The Future of Data Products

24:55 Debugging Laboratory Environments

27:43 Walking Before Running With AI

29:38 Career Advice and Closing Reflections

33:37 Outro

The Biotech Startups Podcast gives you a front-row seat to the business and science of building a biotech. Hosted by Jon Chee, CEO of Excedr, the show features honest conversations with founders, execs, and investors about their work, their companies, and how they got there. From scientific breakthroughs to startup lessons, each episode explores what it really takes to grow a life science company—from pre-seed to IPO.