Better decisions
Does this need AI—or just better automation?
Many business problems involve moving information, applying rules, or removing repeated steps. AI can help with some of them. For others, a straightforward automation is easier to test and maintain.
Write down the rules you already know.
If every approved request should create the same task in another system, you may already have all the logic you need. The work is connecting the systems, checking permissions, handling failures, and preventing duplicate records.
Putting a language model in the middle of a predictable rule can add variability without adding value. Start with the simplest approach that meets the requirement.
Look for the part that requires interpretation.
AI becomes more interesting when the input varies in ways that are hard to cover with a short set of rules. Think of summarizing free-form notes, suggesting categories for a written request, or preparing a draft from several pieces of information.
Even then, separate interpretation from authority. A system can suggest what a request means while a rule or a person decides what action is allowed.
Combine the two deliberately.
Consider an illustrative inquiry workflow. A conventional integration receives a message and stores it. AI proposes a summary and category. Rules check required fields, and a person reviews the draft before responding.
Each part has a clear responsibility. The AI does not need unrestricted access to every tool just because it helps interpret the message.
Plan for uncertain inputs and failed steps.
What happens if the incoming message is incomplete? What if an integration is unavailable? Where does an ambiguous result go for review?
These questions belong in the first version. A useful workflow makes failures visible, preserves the original information, and gives someone a way to recover.
Choose by the work, not the label.
Compare approaches by quality, time saved, costs, data access, and maintenance. Ask who will understand the system six months after it is built.
Sometimes the answer is an AI-assisted workflow. Sometimes it is a form with better fields. Both can be worthwhile outcomes.