AI-assisted software delivery operating model

One governed line, from intent to production.

An operating model your team runs: specifications, decisions, review, tests, and releases stay connected end to end — with a senior architect accountable at every stage.

The six stages

Every stage leaves evidence.

01

Functional intent

Business outcomes, constraints, and the definition of done — set by the architect.

02

Specifications & decisions

Requirements, ADRs, and acceptance criteria. Connected and versioned.

03

Implementation

Built against the spec. The tool is chosen per step, not per vendor.

04

Independent review

A separate pass checks the work against the spec — not the prompt.

05

Testing & ALM

Automated tests, migration, release, and traceability back to intent.

06

Reusable operating model

The routines stay with your team. You can run it again without us.

What stays connected

The artifacts an engagement leaves behind.

Versioned during the engagement, connected after handoff. If a claim can't be traced to one of these, we don't make it.

Specifications

Requirements written to be built from, versioned with the work.

Decisions (ADRs)

Architecture decisions with status, consequences, and trade-offs recorded.

Rules & context

Session state and rules that keep work on-spec across sessions and tools.

Backlog

Prioritized, traceable to intent and to acceptance criteria.

Tests

Automated coverage tied back to requirements.

Independent review

Checks against the spec, separate from the author.

Releases & ALM

Migration, deployment, and traceability in the platform of record.

Playbook

The reusable operating model your team keeps.

Authority

Where human authority is non-negotiable.

Human authority — the architect owns

Business intentArchitectureConstraintsAcceptance criteriaRisk decisionsEvidence standardsFinal accountability

AI agents assist with

AnalysisSpecificationImplementationIndependent reviewTestingDocumentationTraceabilityControlled iteration

Agents accelerate the legwork. The architect owns intent, risk, and acceptance — and signs off, every time.

Run it on something real.

The Pilot applies the system to one bounded project — measured, reviewed, and handed over with a playbook your team keeps.