Ginkgo and OpenAI run 36,000 autonomous lab experiments

Feb 5, 2026 · Demonstration · Ginkgo Bioworks · Lab Automation

Ginkgo Bioworks and OpenAI demonstrated a GPT-5-driven closed-loop laboratory that ran 36,000 experimental conditions and cut cell-free protein synthesis costs by 40%.

Ginkgo Bioworks company media
Company media · Ginkgo Bioworks
  • The system linked GPT-5 with Ginkgo's Reconfigurable Automation Carts and Catalyst software to design, execute and analyse experiments with minimal human involvement.
  • Across six iterative cycles, the autonomous laboratory processed more than 580 384-well plates and generated nearly 150,000 experimental data points.
  • The resulting reaction mix produced the benchmark protein sfGFP at $422 per gram in component costs, compared with a previously reported $698 per gram.

Ginkgo Bioworks operates an automated platform for engineering biology. The Boston company uses lab automation and software infrastructure to make biology easier to engineer.