How to Decide Whether a Business Problem Actually Needs AI

Define the problem before choosing a tool

“We need AI” is a technology request, not a clear business requirement. A more useful starting point is a specific problem: employees spend too long finding approved information, enquiries are routed to the wrong team, or reviewers cannot keep up with incoming documents.

Describe who experiences the problem, how the work happens today, and what a better outcome would look like. Measure the current situation where possible: time per request, unresolved questions, rework, or missed handoffs. This gives you something concrete to compare with a pilot.

Check whether a simpler solution is enough

Some problems have stable rules and predictable inputs. A form with required fields, a searchable knowledge base, an integration between two systems, or an approval workflow may address them without a model.

For example, routing a request according to department and request type can often be handled with rules. Interpreting differently worded questions across a collection of documents may be a better candidate for an AI-assisted approach.

• Use clear rules when the same inputs should always produce the same action.
• Improve search and document ownership when people cannot find reliable information.
• Consider AI when understanding language, classifying varied inputs, or making a probabilistic prediction is central to the task.

Make sure the inputs and boundaries are ready

An assistant needs dependable information and a clear definition of what it may do. Identify the documents or records it can use, who maintains them, and which users are allowed to see each source.

Decide what should happen when an answer is uncertain or information conflicts. For important decisions, a useful first version may draft a response or recommend a next step for a person to review, rather than act automatically.

Run a small, representative pilot

Choose one bounded workflow and test it on examples that reflect normal work and difficult cases. Include incomplete requests, unusual wording, outdated information, and situations where the system should ask for help.

Compare the pilot with the existing process. An answer that sounds fluent is not enough: check whether it is correct, useful, appropriately sourced, and within the intended permissions. Include review time and operating costs in the comparison.

Agree on the next decision

Before the pilot starts, define what would justify expanding it, revising it, or stopping it. Assign an owner for ongoing evaluation and a route for users to report mistakes.

The right result may be an AI tool, a simpler workflow, or a combination. The goal is a reliable improvement to the business process, not the adoption of a particular technology.