Metal Dog Labs provides tailored research and analysis services for investors, agribusinesses, and startups as a paid service. Some examples of past research include
- Role of AI in herbicide discovery (for a large institutional investor)
- Role of GenAI in food ingredient management for packaged foods (for a FoodTech startup)
- Adoption challenges for automation services in South America (for a large agriholding company)
- Digitization of B2B marketplaces for specialty crops (for a tech startup)
- Workflow integration for equipment companies with agronomic recommendations (for a large agribusiness)
The following white papers are available for free for all members. Sign up for a free account to get the reports.
White papers (GenAI) - released in 2025
The following reports are available for free to members of SFTW.
“Software is Feeding the World” brings you two white papers on Generative AI. The white papers were commissioned by Bayer Crop Science, and supported by Digital Green, Kissan AI, and Traive.

In the first white paper, SFTW takes data from four agriculture focused organizations across different cropping systems, and regions of the world to provide a blueprint on how Food and Agriculture enterprises can get value from GenAI based capabilities.
In the second white paper, SFTW looks at value creation while using GenAI in agriculture and and provides a framework for AgriFood organizations around value identification, use cases, value creation and capture.