97% Report Revenue Gains: On the Importance of Reading Your Footnotes
The Small Business and Entrepreneurship Council surveyed small businesses and found 65% have adopted or intend to adopt AI-driven pricing tools. These enable dynamic price optimization. Users report 97% positive revenue impact and 94% improved profitability.
This teaches the critical distinction between adoption intent and realized outcome, and between user-reported results and controlled measurement. The headline figure applies to users, not the full sample. Your workflow change: segment claims by population and methodology before acting.
The Small Business and Entrepreneurship Council. The 65% is adoption or intent; the 97% and 94% figures are self-reported by tool users, not independently verified or necessarily causal.
Step 1: Create a simple A/B test using two identical product listings on Facebook Marketplace, eBay, or your own website with a tool like Gumroad. Step 2: Set Price A at your standard rate and Price B at 15% higher with no other changes. Step 3: Run both for one week with equal traffic, then compare not just sales but profit per visitor. Expected outcome: empirical data on your own customers' price sensitivity, superior to any survey aggregation.