The Year of Internal Tools

Geocodio has shifted from using simple bash scripts and small automation tools to building full-featured internal applications in 2026, enabled by AI and frontier models that allow development at a higher level of abstraction. The company credits AI not only with making it faster to build these tools but also with solving the maintenance burden that previously discouraged larger internal tool projects, allowing them to maintain code quality and keep systems up to date efficiently.