The Intelligent Gates Playbook
AI compresses build time from weeks to hours. But CAB meetings, blanket approval paths, and manual change requests haven't moved. The result? Stalled pilots. Shadow AI. "Demo in 45 minutes, production in 4 months."
This playbook gives you a 1-page checklist to score your delivery pipeline against a 4-layer governance model — and fix the gates that actually matter.
The 4-Layer Model
The answer isn't removing gates. It's replacing inherited gates with intelligent ones — each layer scoped to what it does best.
Deterministic Gates
Linting, tests, policy-as-code, DLP. Pass/fail. No opinions. Runs in seconds. These catch 60–80% of issues without human involvement.
Pipeline enforces rules. OPA Gatekeeper · SonarQube · Trivy · CheckovAgentic Pre-Review
AI checks standards, conventions, security hints. Flags, doesn't approve. Surfaces the 20% of changes that need real human attention.
AI flags and explains. CodeRabbit · Amazon CodeGuru · GitHub Copilot PR ReviewHuman Judgment (Scoped)
Scoped to blast radius, architecture, interfaces. Not line-by-line rubber-stamping. The human's job shifts from "check every line" to "own the decisions that have consequences."
Human owner approves blast radius. Architecture reviews · Threat modelling · DPIA sign-offProduction Feedback
Observability, feature flags, rollback, audit trails. Because agreement is not truth — only production is reality. The loop closes here.
Production signals enforce and feed back. Prometheus · LaunchDarkly · PagerDuty · Azure MonitorWhat You Get
Score your pipeline against all 4 layers. Takes 10 minutes.
Policy → pipeline → owner. See how each layer connects.
The patterns that slow you down most. If you recognise 3 or more, your gates need rethinking.
Score Yourself This Week
The playbook includes a quick self-assessment. Score your pipeline 0–7 across the 4 layers:
Manual change requests, weekly CAB, blanket approval paths. Governance is the bottleneck.
Some automation in place, but human review still covers everything. AI tools used ad-hoc.
Risk-proportionate controls. Pipeline handles deterministic checks. Humans scoped to blast radius. Production feeds back.
Get the Playbook
Score your pipeline against the 4-layer model. Identify the gates that need to move first.
Who This Is For
Tired of governance being the bottleneck between "code complete" and "in production".
Building pipelines that need to enforce policy without slowing teams down.
Responsible for governance in an organisation adopting AI-generated code at scale.
Looking for a framework that's proportionate, auditable, and doesn't require an army of reviewers.
Designed for regulated environments — public sector, health, energy, financial services.
What Intelligent Gates Enables
Shorter approval cycles without removing governance
Repeatable, auditable evidence generated by the pipeline — not humans
Reduced shadow AI behaviour — teams ship through the gates, not around them
Gates that move into the pipeline, backed by production feedback