small business AI hallucination risk

The Preferred Data team writes for North Carolina small businesses, manufacturers, and defense contractors from our base in High Point, NC. Below is every post on small business AI hallucination risk. Need help applying any of this to your own environment? Talk to PDC at (336) 886-3282.

Jul 5, 2026

AI Productivity Paradox: 82% Adopt, 29% See ROI — NC SMB Fix

SBE Council: 82% of SMBs adopted AI. Writer: only 29% see significant ROI. NC integrator-led framework closes the gap. (336) 886-3282.