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VelvetGiraffe

AI where it matters

Find where AI is genuinely useful.

Most organisations are under pressure to adopt AI but do not need another abstract strategy. They need to know where AI will create value, where it will create risk and where ordinary workflow redesign is the better answer.

A practical view of where AI belongs inside the operation — and where it does not.

What this involves

Opportunity scan

Find repetitive, document-heavy, knowledge-heavy or decision-support work where AI may help.

Suitability review

Assess data availability, risk, control needs, human judgement and integration complexity.

Agent design

Shape AI agents around real tasks, escalation rules and measurable outcomes.

Prototype

Build enough to test value before overcommitting.

Governance

Design human oversight, auditability and safe usage into the workflow.

Business case

Connect AI use to time saved, capacity created, speed improved or risk reduced.

Likely outputs

Useful artefacts, not theatre.

Scope is confirmed around the operational problem and the business case for changing it.

  • 01AI opportunity map
  • 02Use-case prioritisation
  • 03Risk and control assessment
  • 04Prototype where appropriate
  • 05Implementation recommendation
  • 06Measurement plan

FAQ

AI Opportunity Discovery — common questions

Show us the problem

What’s the process everyone complains about?

The spreadsheet. The workaround. The queue. The approval chain. The process only one person understands.