Applied AI
How to choose the first workflow for an AI pilot.
Skill InForge Editorial Team · Reviewed 9 August 2026 · 8 minute read
Short answer
A strong first AI pilot uses a specific workflow with a clear owner, repeatable steps, manageable information, visible quality criteria and straightforward human review. Avoid high-impact or sensitive decisions as a first test.
Start with a workflow, not a tool feature
Define the current work before asking what a tool can do. Map the trigger, inputs, decisions, hand-offs, output and user of that output.
- What starts the work?
- Where is time or quality lost?
- Who owns the result?
- How is good work recognised?
Use five selection criteria
Compare candidate workflows consistently rather than choosing the most visible idea.
- Value: is the pain worth addressing?
- Feasibility: can the task be tested with available tools and skills?
- Information: can approved or synthetic information be used?
- Consequence: what happens if the output is wrong?
- Reviewability: can a competent person check it efficiently?
Prefer low-consequence, repeatable work
Good early candidates often include first drafts, meeting and action support, research synthesis, knowledge retrieval, process documentation and structured reporting.
- There is enough repetition to learn from.
- The output can be compared with an existing standard.
- A person remains clearly accountable.
Know which workflows should wait
Do not use a first pilot for work that is high impact, safety critical, highly sensitive or dependent on unclear ownership and weak review.
- Clinical, care or safeguarding decisions
- Employment or financial decisions about individuals
- Technical sign-off or safety assurance
- Unreviewed legal, regulatory or product claims
Design the pilot as a learning loop
The aim is not simply to prove that a tool can produce an output. Capture the prompt or task pattern, human checks, exceptions, owner, measure and review date.
- Test with synthetic or approved information.
- Record what improved and what failed.
- Decide whether to stop, adapt, repeat or expand.
This guide provides general workforce-development information. It is not legal, privacy, cybersecurity, regulatory or professional advice. Review sensitive or high-impact uses through the appropriate specialist process.
