Agree the decision before the demonstration
Before building, decide what the pilot is meant to answer. Can staff find accurate information more quickly? Can incoming documents be processed with less manual effort? Can a reporting task become easier without sacrificing accuracy? A pilot needs a defined workflow, users and evaluation period. It should end with a decision about whether to continue, change direction or stop, rather than simply produce a polished demo.
Establish a baseline
Measure how the work happens today. Record task time, volume, errors and the effort needed to check or correct outputs. Include exceptions, not just straightforward cases. If the current process is poorly understood, the first stage of a pilot may be observing it. Without a baseline, an apparent improvement can be hard to interpret: perhaps the test used easier inputs or moved checking work to someone else.
Test quality alongside speed
Suppose an illustrative document workflow extracts fields and prepares a draft record. Speed alone is insufficient. Test whether required fields are correct, whether unsupported information is flagged, and whether unusual documents reach a reviewer. Agree acceptance criteria with the people responsible for the work. Use representative examples, including difficult cases, and reserve some examples for evaluation rather than tuning the solution against every test.
Calculate the cost of the whole workflow
Include development, integration, training, hosting, model usage, support and human review. Record the number of retries and failed tasks, because a low cost per model call does not necessarily mean a low cost per completed job. AWS’s Well-Architected guidance recommends considering operations and management in total cost of ownership. Apply that thinking when comparing the pilot with the existing process.
Distinguish capacity from cash
If ten people save an assumed hour a week, that creates potential capacity. It does not automatically reduce payroll or increase revenue. Ask how that time will be used: serving more customers, clearing a backlog or reducing overtime. Keep the financial assumptions explicit. Where benefits are qualitative, such as a better employee experience, describe and evaluate them without inventing a cash equivalent.
Plan the move beyond the pilot
A pilot can succeed technically while production remains impractical. Check access controls, integrations, monitoring, support ownership and the fallback process before scaling. Understand what happens when a provider changes, a document format shifts or a user disputes an output. The pilot should identify these requirements and their likely costs, even if it does not implement every production feature.
How AiQ helps
AiQ develops focused pilots around an agreed problem and success criteria. We connect engineering, user feedback and commercial evaluation so the result supports an investment decision. A fixed scope helps control the initial commitment; the evaluation helps determine what deserves a larger one. Start with a workflow whose current performance you can observe and whose users can help define success.