Survey: Most Life Science Labs Piloting AI, Few in Production

Survey: Most Life Science Labs Piloting AI, Few in Production

Survey: Most Life Science Labs Piloting AI, Few in Production

https://clpmag.com/lab-essentials/lab-automation/life-science-labs-ai-adoption-survey/

Publish Date: 2026-06-26 09:56:00

Source Domain: clpmag.com

  • AI adoption in life sciences laboratories is widespread but mostly experimental, with only 5% using AI agents in production.
  • Over 60% of labs are exploring or piloting AI, but 58% express privacy and security concerns.
  • Organizations are prioritizing AI for data analysis, workflow automation, experiment design, and sample management.
  • Connectivity issues, including lack of integration among systems and reliance on manual operations, are significant barriers to adoption.
  • Data quality and management remain critical bottlenecks, although slightly less prevalent than the previous year.
  • Investment is shifting towards automation, AI-enabled software, and data infrastructure enhancements over standalone tools.
  • Lab leaders emphasize the need for connectivity between laboratory information management systems and electronic lab notebooks.