Governing Execution for Irreplaceable Biology

Lisa explains that across physical biology, outcomes often depend entirely on who ran the experiment rather than the experiment itself. This leads to a "trillion-dollar dirty data problem" where vast amounts of data are generated but are fundamentally unreliable or require massive cleaning because the provenance is unknown. Hallucinations in biology data come from this lack of execution governance.

They are building "governed execution infrastructure." It is a combination of hardware (a mobile unit roughly 2x2x4.5 feet) and an operating system that turns biological protocols into executable, auditable systems. This ensures that every experiment is transferable, repeatable, and reproducible. The system registers every sensor and device, creating a "ground truth" for data that is compliant and ML-ready from day one.

Lisa is a first-time founder with a background in product management and systems building (Amazon, Fujifilm) rather than horticulture. Her parents immigrated from China, and her father became a state climatologist, sparking her interest in the field. Her team is diverse - her co-founder is from Iran, and another lead is from India - and they bond over being "outsiders" with a high-integrity approach to solving a massive, structural problem in science.

They are working with R1 universities, breeders, conservation programs, and corporate R&D teams. These groups are interested because current solutions (like professional growth chambers) are expensive ($100k-$200k), custom-built, and lack standardized data compliance. GREENBOX offers a standardized, mobile alternative that allows for true A/B testing anywhere in the world.

Lisa views fundraising as finding the right partners who understand the vision, rather than just seeking money. As outsiders to the traditional bio/agtech circles and not being based in the Bay Area, they focus on finding investors who value their high-integrity story and the fundamental need for clean data infrastructure in science.