Where AI actually helps in a small business tool

Every brief I get now has an AI feature somewhere in it, and about half the time it's in the wrong place — bolted onto the part of the product people were already happy with, instead of the part they were quietly dreading.

The good spots

AI earns its place doing the tedious middle step of a process a human still starts and finishes:

• Turning a rough voice note or messy form submission into a structured record.
• Drafting the first version of a report, email, or summary a person then edits and sends.
• Categorising or tagging a pile of unstructured stuff — support tickets, feedback, photos — so a human can act on it faster.

Notice the shape: a person still decides what goes in and what goes out. AI does the exhausting bit in the middle.

The bad spots

Anywhere the output needs to be exactly right, not roughly right and human-checked — pricing calculations, legal text, anything where a confident-sounding wrong answer costs real money. And anywhere you'd need to build trust with a customer through a conversation; a chatbot standing between someone and a real answer is usually a worse experience than the form it replaced, dressed up as innovation.

The actual question

Not "where can we add AI." It's "which step here is tedious enough that we're doing it badly, or not doing it at all." Sometimes the answer is AI. Often it's just... automation, or a better form, or nothing — the step turns out not to need solving.