The first 30 days of AI adoption should be boring

Most AI rollouts fail in the first month for the same reason: the company tried to do something impressive instead of something repeatable. Owners want the demo-worthy moment, and the team ends up with a half-built assistant that nobody trusts. The boring path is faster.

Pick one workflow, not one tool

Choose a single workflow where the cost of being wrong is low, the volume is high enough to feel the gain, and the inputs already live in writing somewhere. Quote generation, intake triage, inbox routing, meeting summaries, billing reconciliation — these are the unglamorous wins that compound. The point in week one is not to replace anyone. It is to prove the workflow can be described well enough that a model can follow it.

Write the playbook before you write the prompt

Before introducing any AI tool, document the workflow as if you were training a new hire on day one. What inputs arrive? What does "done" look like? Where are the judgment calls, and what is the rule when judgment is required? If you cannot write the playbook, the model will not be able to follow it. Most of the value of an AI rollout shows up here, before any software is purchased.

Permissions first, capabilities second

Decide what the system is allowed to touch. Read-only access to a shared drive is a fundamentally different risk profile than the ability to send email or post invoices. SMBs that skip this step end up either over-permissioning (and getting nervous) or under-permissioning (and getting frustrated). A clean permissions model lets you expand scope deliberately.

Measure something specific

Pick one metric that the workflow already produces — turnaround time, first-touch resolution rate, hours per file, error rate on a defined sample. Baseline it the week before you launch. Re-baseline weekly. If the metric does not move within three weeks, the issue is usually the playbook, not the model.

What month two looks like

Month two is when you expand scope on the same workflow, not when you add new ones. Tighten the prompt or agent based on real cases. Widen permissions if the read-only version has earned trust. Add a second workflow only after the first one has stopped surprising you. Boring compounds. Flashy stalls.