We are a 30-person business and want to launch our very first AI pilot to build momentum, but we are arguing over which department to start with. What is the single best first AI use case to ensure a quick and risk-free win?

Question

Tyler Smith · Accepted Answer

For a 30-person company, your first AI pilot should never be in a highly sensitive, client-facing area. Do not start with automated customer support or direct sales outreach. If the AI makes a mistake there, it directly damages your reputation. Instead, target a high-volume, low-risk administrative workflow.

The single best place to start is your accounts payable or billing department. Specifically, look at the process of matching vendor invoices to purchase orders and entering that data into your accounting software. This is a repetitive, time-consuming process that often sits with an administrative assistant or bookkeeper.

Using a simple AI document parser to read incoming PDFs, extract the key data, and draft the entry in your system is low risk. A human still reviews and approves the entry before any cash moves, meaning there is zero chance of an autonomous error hurting the business.

Write this project down as a 90-day Rock for your finance seat. Keep the scope tight. The goal is not to completely automate the entire department, but to prove to your team that AI can eliminate the boring, administrative friction from their daily work. Once the team sees that AI makes their jobs easier, resistance to future AI projects will drop significantly.