For owners

Should you hire an AI engineer yet?

Hire when you understand the work, have enough ongoing need and can support the role. If the priority is still uncertain, a scoped prototype or experienced fractional help may clarify what capability you actually need.

By David Pengelley

Separate a role from a decision

A permanent role suits a continuing body of work with enough volume to support it. A new idea, an unresolved priority or a single prototype is usually a different kind of need. Naming the difference prevents a job description from standing in for a plan.

Describe the work and responsibility

Estimate the recurring workload, the decisions the person will own, the supervision available and the support needed after launch. Include data access, security, product decisions and the people who will use the result. The role should have a business owner as well as technical responsibility.

Compare the options

A hire builds internal continuity when the need is durable and the business can support recruitment, management and ongoing learning. Fractional leadership suits a priority that needs senior direction across a defined rhythm. A scoped build or specialist partner can test a narrower need. Compare each by duration, internal capacity and responsibility after launch.

Use evidence to choose the next commitment

A prototype can reduce uncertainty when the question is whether a workflow is useful or technically workable. Set one priority and a weekly review rhythm, with a human owner for exceptions, before deciding whether automation or a permanent hire is justified. Set the evidence that would justify hiring, extending the build or stopping. Dave can help establish that test and move the agreed work forward.

A comparison that supports a real decision

Make four columns for a hire, fractional leadership, a scoped build and a specialist partner. For each, record the need, expected duration, internal capacity, supervision, budget owner and responsibility after launch. The gaps are often more informative than the preferred option.

Illustrative example: a team with one uncertain workflow may need a short test and clear evidence before recruiting. A team with several durable workflows, an internal manager and enough work for a continuing role may be ready to hire.

  • Need: is this continuing work or one defined test?
  • Duration: how long will the capability be needed?
  • Capacity: who can supervise and support it internally?
  • Responsibility: who owns the result after launch?

Set the evidence before you commit

Agree what would justify the next step: a stable workload, a repeatable result, reliable information, acceptable maintenance effort or a person ready to own the capability. This keeps the decision tied to the business rather than to excitement about a title or tool.

Common questions

Can we start without an internal technical team?

Yes, when the scope, access and ongoing responsibilities are explicit. The next step may also be deciding what internal capability is needed.

When is a permanent hire sensible?

When the work is ongoing, the workload is understood and the business can support the role and its supervision.

Who supports the result after a prototype?

Agree that before building. It may be an internal owner, Dave, a specialist partner or a combination with a documented handover.

Book a conversation

Talk through what you want to move forward, what is getting in the way and the help that would make progress practical.