Artifact
The AI-augmented Delivery Loop
High-performance delivery, human-in-the-loop control, thoughtfully engineered. A structured, repeatable process that turns business needs into working software — and self-improves on every pass.
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Ship · Learn · Repeat
01ALIGN
02SPEC
03DESIGN
04ARCHITECT
05PREFLIGHT
06STRUCTURE
07PLAN
08DEVELOP
09INTEGRATE
10DEPLOY
11RELEASE
12MEASURE
Human-led
Automated — CI/CD
Go-live
AI-assisted
PIPELINE STAGES
01
ALIGN
Human
AI
Prioritize initiatives, get stakeholder buy-in on the roadmap, and greenlight projects.
02
SPEC
Human
AI
Draft a PRD spec that defines the problem, what success looks like, and sets targets.
03
DESIGN
Human
AI
Decide what the user sees.
04
ARCHITECT
Human
AI
Decide how it's built underneath.
05
PREFLIGHT
Human
AI
Resolve open questions; sign off before work starts.
06
STRUCTURE
Human
AI
Break the work into dev items.
07
PLAN
Human
AI
Estimate and sequence the dev items.
08
DEVELOP
Human
AI
Use multi-agent orchestration to build and test the code.
09
INTEGRATE
Auto · CI
AI
Auto-build, test, and merge every change.
10
DEPLOY
Auto · CD
AI
Push the build to environments.
11
RELEASE
Go-live
Human
AI
Draft the release notes. Switch it on for users.
12
MEASURE
Human
AI
Did it move the needle? Monitor the KPIs and the effects on outcomes.
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AI is a co-pilot, not a stage. It assists most phases — drafting the spec, generating designs, writing code, summarizing results — while people still decide.