What triggers site plan review on a commercial project?
https://smofcon28.org/industrial-contractor-in-albany-ny-what-to-know-before-you-build/
Changes to parking, access, drainage or signage. Interior-only fit-outs usually avoid it entirely. The trap is assuming your project is interior-only when it is not.