New Revenue Lines SMBs Can Unlock With AI Capacity
Maya Sabatini
Section
8 stories in SMB.
Most AI projects fail not because models are weak, but because businesses automate the wrong tasks.
The real barrier to AI adoption is workflow redesign and accountability, not training or access.
Enterprise AI requires infrastructure and timelines small businesses simply don't have.
Small businesses closing AI's ROI measurement gap faster than they adopted the technology itself.
One workflow, mapped precisely, built to production standard, measured from day one.
Automating tools won't fix broken processes—workflow redesign compounds returns.
Embedded AI engineers deliver working systems in weeks for a fraction of hiring's year-one cost.