Original Research · 2026
230+ business owners shared their AI challenges, budgets, and goals. We analyzed the data to find what actually drives AI adoption — and what's holding businesses back.
Based on original survey data from Luke Pierce's 2026 AI adoption study. Analysis and recommendations by Oaken AI.
Demographics
The #1 Finding
When asked “What is your single biggest challenge with AI adoption?”, more than half of respondents said the same thing: they simply don't know where to start.
“I don't know where to start or what to prioritize.”
Goals
The industry narrative is “AI will grow your revenue.” But business owners are asking for something different: they want their time back.
Want to automate processes and save time
Specifically mentioned revenue growth
Readiness
61% of respondents have already tried AI in some capacity. The market has moved past awareness. The gap now is between experimentation and implementation.
Tried AI, got limited results
Hottest segmentTried AI, seeing some value
Haven't started yet
Using AI successfully
Budget
72% indicated a budget of $1K-$5K for their first AI project. But the real story is at the high end: 54 companies said $5K+ and 25 said $15K+ — all from organic content alone.
Don't know where to start. They need a guide, not a tool.
Don't know where to start. Their real problems: team buy-in (22%), justifying ROI (16%), internal alignment.
Industry Insights
31% of respondents. Legal, finance, and consulting firms sell time — and AI directly saves time. The ROI argument writes itself.
Only 6% of respondents, but includes the highest-revenue companies ($100M+). Massive opportunity with almost no competition.
60% don't know where to start and 20% said “all of the above” when asked about challenges. They need the most hand-holding.
Key Takeaways
They're direction shopping, not price shopping. The biggest opportunity isn't selling AI tools — it's selling clarity.
Money is not the blocker. Confidence is. Businesses will pay for AI — they just need to know it will work.
They explicitly named "finding a trustworthy implementation partner" as their challenge. Trust is the currency.
61% have already tried AI. They don't need to be convinced it matters — they need someone to make it work.
At higher budgets, the blockers shift from "where do I start" (22%) to team buy-in (22%) and ROI justification (16%).
44% want efficiency. Only 18% mentioned revenue. The pitch that converts is "save 10 hours a week" not "make more money."
No paid ads. No cold outreach. Organic content attracted 54 companies willing to spend $5K+ on AI implementation.
31% of respondents. They sell time. AI saves time. The math is obvious and the ROI is immediate.
What's Next
52% of business owners don't know where to start with AI. Our free AI Readiness Score gives you a personalized roadmap in under 5 minutes.
Survey data collected by Luke Pierce (@lukepierceops) via organic lead magnets on X and LinkedIn. Oaken AI performed independent analysis of the findings to identify actionable patterns for small business AI adoption. Industries represented include professional services, SaaS, real estate, e-commerce, hospitality, manufacturing, and healthcare. Company sizes ranged from 2 to 500+ employees with annual revenues from under $100K to over $100M.