Aiken AdvisoryDiscover

Your AI project is stuck, late or underperforming

Experience diagnosing cross-functional delivery problems, defining the actions, dependencies and ownership required to get AI systems into production.

When an AI project isn't delivering what was expected, adding more engineering effort isn't always the answer.

Technical, data, delivery and ownership issues can become intertwined, making it difficult for teams close to the project to determine what is actually causing the problem.

An independent review identifies the root causes, determines what is realistically recoverable, and provides a clear path forward.

Bring us in when an AI project is consuming time and resources without delivering the expected outcome.

When to bring us in

  • A pilot is struggling to reach production.
  • Delivery is significantly later than expected.
  • Model or system performance is below what is required.
  • Engineering effort is increasing without corresponding progress.
  • Technical and delivery teams disagree about the root cause.
  • You need an independent view before committing more time or money.
  • You need to decide whether to recover, rescope, replace or stop the project.

Scenarios

See typical scenarios →

Service

AI Project Rescue Review

Fixed fee · 4 weeks

Independent diagnosis of one AI project that is stuck, late, underperforming or failing to reach production.

We assess:

  • The original objectives, assumptions and requirements.
  • The technical approach, architecture and key dependencies.
  • The main technical and delivery blockers.
  • Team structure, dependencies and decision ownership.
  • Whether the current approach can realistically deliver the required outcome.
  • The root causes of underperformance.
  • What is realistically recoverable.

You receive:

  • An independent written diagnosis.
  • A clear recommendation to fix, rescope, replace or stop.
  • A prioritised recovery plan where recovery is justified, including options, benefits, risks and mitigations.
  • A management review and hand-off call to discuss the findings and next steps.

Ongoing advisory work can be scoped separately if required.

Discuss your AI project

If an AI initiative is stuck or not delivering what was expected, schedule a 30-minute discovery call. We'll discuss what is happening, what has already been tried, and whether an independent review would be useful.

FAQs