Independent AI venture studio / Building what comes next
FIELD NOTE / AI ENGINEERING

Start With the Workflow, Not the Model

Useful AI work starts with the handoffs, decisions, exceptions, and information gaps that shape the job—not with a guess at which model to use.

September 26, 2026

Teams often begin an AI conversation by asking which model to use. A stronger starting point is the work itself: the handoffs, decisions, exceptions, and information gaps that shape an outcome.

Map the current process first. Identify who owns each step, what context they need, and where a person must review or correct the result. That map helps determine whether the opportunity calls for retrieval, workflow automation, an agent, or a simpler software change.

Then prototype the smallest useful slice around a measurable signal such as time spent on a task, repeated data entry, or time needed to find trusted information. Keep a clear review path while the system is being evaluated.

Starting with work keeps an AI product grounded in how a business operates, and gives a team a concrete way to decide what to build next.

A Think Zone field note. Editorial perspectives are not guarantees of business, investment, or technical outcomes.

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