AACF
Portfolio & Use Cases ยท POR-04

Stage gates from idea to retirement

Each use of AI passes through defined stages (explore, pilot, scale, operate, retire), with entry and exit criteria checked at each gate.

Why it matters

Gates give a consistent point to ask whether a use should continue, and they let effort and scrutiny grow as the use grows. Without them, pilots drift into live service without the checks that live service needs.

Levels
0 AbsentConfirmed absent: the evidence shows nothing is in place. Not known is recorded as insufficient evidence, not 0.
1 InitialNo defined stages; work moves forward by default until someone stops it.
2 DevelopingStages are described but criteria are vague or optional, or gates are used only for some uses.
3 DefinedDocumented, risk-proportionate stages with entry and exit criteria apply to every use, with gate decisions and a running design record kept.
4 ManagedGate outcomes and time spent at each stage are measured, and uses that skip or stall at a gate are identified and dealt with.
5 OptimisingGate criteria and stages are refined from evidence of which checks catch problems and which only add delay.
Level 3 criteria

Level 3 is met when every applicable criterion is met. Criteria marked with an overlay apply only to organisations with that characteristic (overlays).

  1. POR-04.1 Documented stages for uses of AI have entry and exit criteria proportionate to risk.
  2. POR-04.2 The stages are applied to every use of AI.
  3. POR-04.3 Gate decisions are recorded in the pipeline register (POR-03).
  4. POR-04.4 A record of key design decisions and assumptions, with reasons, is kept for each use of AI.
  5. POR-04.5 The design record is updated at each gate.
Assessment questions
  • What stages does a use of AI pass through, and what must be true to pass each gate?
  • Who decides at each gate, and where is the decision recorded?
  • Have any uses reached live service without passing the expected gates?
Evidence an assessor would expect
  • Design decision record for each use, updated at each gate
  • The documented stage-gate model with entry and exit criteria
  • Gate decision records for a sample of uses
How to reach Level 3
  1. Define stages for each use, such as explore, pilot, scale, operate and retire.
  2. Write entry and exit criteria for each stage, scaled to risk tier so low-risk uses move quickly.
  3. Apply the stages to every use and record each gate decision in the pipeline register (POR-03).
  4. Keep a record of key design decisions and assumptions, with reasons, for each use and update it at each gate.

Common pitfalls

  • Applying the same heavy gates to every use regardless of risk.
  • Recording gate outcomes but not the design decisions and assumptions behind them.

Starter artefacts

  • Stage gate criteria by risk tier
  • Design decision and assumptions log template
Ownership and sequence
Accountable
ai governance lead
Contributors
business owner, delivery lead, risk lead
Depends on
GOV-03
Roadmap step
4
Lifecycle
design, acquire_build, deploy, operate, retire
Cross-references
Algorithmic Transparency Recording StandardScope timing and updates partial
EU AI ActArt 17 partial
GDS AI PlaybookP5 direct
ISO/IEC 420018.1 direct; A.6.1.3 partial; A.6.2.3 partial; A.6.2.5 partial
JSP 936 Part 1para 13 direct; para 15 partial; para 50 partial; para 102 partial; para 137 partial; para 188 partial
MITRE AI Maturity ModelP4.1 partial
NIST AI RMF 1.0MANAGE 1.1 direct
UK Data and AI Ethics FrameworkTransparency 2 direct; Transparency 8 direct; Societal impact 6 direct; SAT 1.10 direct; SAT 3.9 direct
UNESCO AI Maturity Framework5.1 partial

direct: this control at Level 3 meets the item. partial: it covers part of it.