Is it really AI? What vendors mean by "AI-powered"
By Rodney Noriega, Founder, Universal Enablement · Published Oct 12, 2026
Short answer
"AI-powered" can mean two very different things. Some tools follow rules a person wrote, like "send invoices over $5,000 to the owner." Others learn patterns from data, like assistants that read and write text. Both are useful. But they fail in different ways, so ask any vendor which kind you're buying.
Rule-following tools do exactly what they're told. They're cheap, predictable and easy to explain. They break when something comes up that nobody wrote a rule for.
Learning tools handle messy input: emails, scanned forms, customer questions. ChatGPT, Claude and Gemini are in this group. They're flexible, but they can make confident mistakes.
You may also hear "narrow AI" versus "general AI." Narrow AI is good at one job. General AI would handle almost anything a person can. Every tool on the market today, however impressive, is still closer to narrow.
Three questions to ask a vendor:
- Does this follow rules, learn from data, or both?
- What happens when it hits something it hasn't seen before?
- Can we test it on our own work first?
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