Everboarding ADM ADM v1

AI DELIVERY MODEL · EVERBOARDING

From business intent to
validated production software.

ADM is an AI-assisted Delivery Operating Model designed to shorten the path between a business problem and a working, validated, industrializable product.

Core principleDo not productionise uncertainty.

METHODOLOGY

Prototype early. Learn fast.
Stabilize the model.

ADM uses AI across the whole delivery lifecycle — not only to code faster, but to reduce the cost of understanding, learning, validating and industrializing the right product.

01

Why this method

Many requirements remain implicit as long as users have nothing concrete in front of them. The first formulation of a requirement is therefore rarely the final version: it is a hypothesis that conversations, examples, prototypes and working software progressively refine.

AI changes the economics of this discovery process. A realistic prototype can now be produced early enough to become a learning tool rather than the result of a long specification phase.

Discarding an exploration version is not waste if it avoids putting the wrong product into production.
Intent before BuildUnderstand the desired outcome before committing implementation.
Prototype earlyMake the problem and possible behaviour tangible.
Learn fastEach iteration must reduce uncertainty.
Evidence over declarationDelivery is proven through tests, commits and human validation.

02

From request to need

Any first request is treated as an Observed Request, not as a final requirement.

Observed request“We need a table.”

The method asks why, for whom, in what situation, what decision it enables, which data is required, what happens next and what the exceptions are.

Observed Request→Business Need→Intent→Prototype→Business Reaction→Refined Product Model

03

Core delivery loop

The ADM loop separates exploration from durable implementation. AI can assist every step, but human decisions remain explicit.

04

Continuous documentation

Documentation is not a final project phase. It starts when the first prototype creates something tangible and continues until production.

Observe
Understand
Prototype
React
Refine
Build
Prove
Accept
Industrialize
Production
Learn
CONTINUOUS PRODUCT DOCUMENTATION
PROTOTYPE

Capture hypotheses

Visible behaviours, first rules, data sources and open questions.

REFINE

Capture decisions

Requirement changes, business rules, exceptions, Product Model and acceptance criteria.

BUILD

Capture implementation

Architecture, components, APIs, dependencies, technical decisions and configuration.

PROVE

Capture evidence

Tests, results, anomalies, Test Book, commits, versions and coverage.

ACCEPT

Capture judgment

Accepted and rejected behaviours, arbitration and Human Acceptance.

INDUSTRIALIZE

Capture operations

Architecture Note, Deployment Guide, security, monitoring, ownership, support and runbook.

Documentation is generated with the product, not after the product.

05

Human gates

AI may analyze, infer, propose, generate and test. It does not silently decide that uncertainty has disappeared.

GATE 1Prototype Review

Business users challenge what they see and decide what must change.

GATE 2Human Acceptance

The accountable business owner validates user-visible behaviour before industrialization.

GATE 3Production Readiness

Architecture, security, deployment, monitoring, ownership and support are verified.

06

Outputs by stage

StageMain outputDecision / evidence
ObserveObserved RequestsSource traceability
UnderstandBusiness Need + IntentProblem framing
PrototypePrototypeFirst tangible behaviour
ReactBusiness FeedbackHuman reaction
RefineRefined Product ModelAcceptance criteria
BuildWorking ProductVersioned implementation
ProveDelivery EvidenceTests + Test Book
AcceptHuman AcceptanceExplicit business decision
IndustrializeIndustrializable ProductHandover + readiness evidence
ProductionProduction ProductOperational ownership
LearnLiving SpecificationReusable knowledge

NEXT MACRO STEP

Agents

Agent model will be formalized after the methodology is validated.

APPLIED CASES

Cases

Compostelle, Davidson Training Academy, Hazumi, Le Général, EverSKILLS and EverINSIGHT will be connected after the method is stable.