HOW TO READ THIS PLAYBOOK

A guide for turning a need into a well-defined delivery.

This playbook helps leaders and teams organise a working conversation. In a proposal, that conversation becomes scope, assets, responsibilities, acceptance criteria and clear exclusions.

EDAVEN guides Arcogi’s applied practice.Arcogi BoK brings together the criteria and practices guiding the work.Arcogi OS organises the operational components required by the agreed scope.Every initiative defines how work happens, when it is reviewed and how exceptions are handled.

ARCOGI AND THE PORTFOLIO

Arcogi can enter where your operation needs to move forward.

Some companies need to organise an opportunity. Others already have a case to execute or an operation that needs continuity. That is why our offers start at different points and connect when evidence supports the next move.VÉRTICE is useful when an organisation needs clarity before moving forward. When the case is already defined, another offer may be the better place to begin.

VÉRTICE Executive

Organises a priority opportunity or decision before — or at the start of — a material investment.

Decision Sprint

Turns a qualified case into action, evidence and a scale recommendation.

MDC / Expanded CoE

Co-manages or operates a persistent sociotechnical cell, from context to value capture.

Arcogi Academy

Builds the capability to operate, review and expand the practice.

OPERATIONAL CONTRACT FOR THIS CONTENT

An integrated, bounded and recoverable technical capability.

This content describes an applicable capability. In an engagement, scope, interfaces and acceptance criteria are agreed with the client.

01 · Contractable capability

Make the selected business case operable through agreed context, explicit accountability, controlled action and reviewable evidence.

02 · Verifiable delivery

One bounded case, with named owner, approved context, observable action and recorded review.

Works when

Teams use approved sources and agreed criteria before acting.

Boundary

Applies only to the selected case and its agreed interfaces; it does not replace the client’s wider operating model.

Does not

Does not take material decisions, alter commitments or claim realised value without human authority and evidence.

Exception

Missing context, conflicting criteria or a material risk are recorded and escalated to the agreed owner.

Safe stop

The activity is paused or degraded to human review when context, authority or evidence is insufficient.

Recovery

Work resumes only after correction, requalification and a recorded decision.

How it is structured

  1. frame the case, consequence and accountable owner
  2. establish context, interfaces, limits and dependencies
  3. demonstrate the slice, review it and prepare handoff

How it is verified

  • scope, owner and advancement criteria are explicit
  • expected and boundary behaviour can be demonstrated
  • the client can accept, revise, pause or continue

Evidence that remains

  • approved context and assumptions
  • tests, decision record and traceable review
  • version and learning record for the next cycle

Authority and accountability

Transition and continuity

  1. Arcogi designs, applies the practice and produces the agreed evidence.
  2. The client retains authority for material decisions, acceptance, access and continuity.
  3. Agents perform only authorised tasks, record and escalate.

The client can operate the delivered capability internally or choose a subsequent initiative without repeating the essential work.

Technical playbook

Integrated architecture for data, AI, agents, decisions and value.

Under the EDAVEN doctrine and operating movement, a technology-agnostic perspective guides integration into the client's chosen environment — with security, observability, cost and accountability embedded in the design.

01 · Architectural principles

Integrate before replacing. Qualify before automating. Preserve sovereignty.

VENDOR-NEUTRAL

Models and platforms can evolve

The architecture works with technologies selected by the client and avoids unnecessary dependency.

FLEXIBLE DATA STORE

Data warehouses, lakehouses and other options remain valid

Data products can reside in the environment and storage approach defined by the organisation.

HUMAN ACCOUNTABILITY

Material authority remains identifiable

Models and agents assist or execute only within boundaries proportionate to their impact.

SECURITY BY DESIGN

Identity, access and reversibility are requirements

Protection does not depend on controls added after implementation.

ECONOMICS EMBEDDED

Total cost follows the architecture

Data, models, infrastructure, oversight and operations are included in the value analysis.

INCREMENTAL EVOLUTION

Capabilities are introduced as needed

Each component can be adopted, integrated and extended without requiring a single large-scale transformation.

02 · Logical topology

The journey spans five domains and three cross-cutting capabilities.

SourcesERP · CRM · files · APIs · events
Data and semanticsproducts · metrics · contracts · quality
AI and agentsmodels · memory · tools · oversight
Decision and actionaccountable owner · target · deadline · execution
Value and learningeffects · costs · uncertainty · reuse
APIs · events · connectors · MCP where applicable
Experience for people and teams
Shared, governed knowledge
Integration, security and observability
MCP is treated as an open protocol for integration among models, tools and sources. It does not replace identity, authorisation, access policies or operational accountability.
03 · Data and semantics

Context is prepared as a product and delivered through contracts of meaning.

CapabilityContentTypical integrationsTechnical outcome
Data productpurpose, accountable owners, consumers, sources, granularity, quality, access, version, retention and refreshdata warehouses, lakehouses, databases, APIs, files and streamsusable, manageable context in the client's environment
Semantic modelentities, relationships, metrics, dimensions, hierarchies, calendars, units and formulascatalogues, analytics engineering, BI and data platformsconsistent meaning across consumers
Semantic contractdefinition, purpose, accountable owner, version, validity, change and limitationsmetadata, APIs and cataloguespredictable, traceable use of definitions
Semantic layerconsumption interface with policies, versioning and accessBI, SQL, APIs, models, agents and applicationsreuse of meaning without duplicating logic in every tool
04 · AI and agents

Models are qualified for defined uses. Agents are authorised for bounded actions.

AI QUALIFICATION

Purpose, performance, risk and cost

Temporal assessment, robustness, security, explainability, relevant bias, oversight, change and retirement.

AGENT IDENTITY

Who or what is acting

A distinct identity, role, human owner, authorised tools and available context.

AUTHORITY

What may be recommended or executed

Least privilege, approval proportionate to impact, and financial and operational boundaries.

MEMORY

What may persist

Separation among temporary context, operational history and knowledge approved for reuse.

OBSERVABILITY

How activity is monitored

Activities, costs, performance, incidents, changes and material effects.

REVERSIBILITY

How to stop and recover

Suspension, access revocation, return to human execution and incident handling.

05 · Decision, action and value

A decision is managed as an operational object linked to time and consequence.

ObjectMinimum contentUse
Decision contractquestion, accountable owner, alternatives, target, deadline, constraints, costs and reversibilityalign business, technology and authority before execution
Action recordselected alternative, start date, operational owner, affected population and fidelitydistinguish the decision formulated from the action actually taken
Time-based monitoringindicators, costs, deviations, incidents, adverse effects and interventionscontinue, adjust, pause or reverse during execution
Value reconciliationstarting point, counterfactual, method, uncertainty, total costs and outcomeconclude positive, neutral, adverse or inconclusive value
Learningcontext, validity, review, version, expiry and limitationsreuse knowledge without generalising beyond the evidence
06 · Integration and implementation

Arcogi OS is designed to coexist with existing platforms and operate in the client's chosen environment.

The final form depends on data residency, security, scale, latency, cost and the technologies already adopted. Arcogi does not manage client data as an implicit part of the offering.

DATA PLATFORMS

Snowflake, Databricks and equivalent ecosystems

Builds on catalogues, data products, semantics, AI and resources already available.

TRADITIONAL ENVIRONMENTS

Data warehouses, databases and files

Adds contracts, integration and context without requiring prior migration.

INTEGRATION

APIs, events, connectors and MCP

Connects sources, tools, models and agents in a controlled way.

IMPLEMENTATION

Cloud, VPS or authorised infrastructure

The topology is defined according to client requirements and contracted components.

PORTABILITY

Versionable configurations, knowledge and integrations

Reduces dependency and supports the evolution of models and vendors.

CONTINUITY

Monitoring, support and capability building

Defines who operates, who maintains and how future changes will be managed.

07 · Essential quality attributes

Security, observability, economics and resilience are part of the architecture.

SECURITY

Identity and least privilege

Segregation, secrets protection, encryption, logging, response and recovery.

PRIVACY

Purpose and minimisation

Residency, retention, access, disposal and processing appropriate to the context.

OBSERVABILITY

End-to-end visibility

Metrics, events, activities, performance, costs and material incidents.

FINOPS

Costs by capability and use

Consumption of data, models, agents, infrastructure and oversight tracked from the design stage.

RESILIENCE

Failure without loss of accountability

Safe degradation, return to human action, recovery and continuity.

INTEROPERABILITY

Integration without unnecessary dependency

Contracts, protocols and adapters compatible with technology evolution.

08 · Technical assessment

The technical buyer should be able to answer:

Where do data remain, and who administers each component?Residency, sovereignty, operations and responsibilities must be explicit.
How do metrics and definitions reach BI, AI and agents consistently?The model, contracts and semantic layer must be verifiable.
How are models and agents assessed, authorised, observed and retired?Purpose, risk, cost, identity, access and reversibility must be designed in.
How do decision, action and outcome remain connected over time?Accountable owners, dates, indicators, costs and interventions must form a comprehensible chain.
How does the architecture evolve without creating excessive dependency?Portability, integration contracts and model replacement must form part of the design.
09 · Technical artefacts and acceptance criteria

The artefacts describe and verify the solution; the commercial offering determines which ones are contracted.

Architectures, contracts, plans and records are technical outputs of delivery. They are not standalone offerings, nor do they imply that every component will be implemented in every engagement.

How the parts connect. VÉRTICE Executive is the OPTIONAL PORTFOLIO ENTRY. Verifiable delivery package is the contracted package delivered by Arcogi Services. The Prepared decision + continuity plan is the set of assets the client receives. The prepared decision completes the OPTIONAL PORTFOLIO ENTRY and marks the decision point for closing, correcting or qualifying a new engagement.
Potential technical artefactVerifiable contentCriterion or decision supported
Solution and integration architectureSources, consumers, components, information flows, integrations, responsibilities and non-functional requirements.Fit with the environment, dependencies, boundaries and implementation impacts.
Data product specificationPurpose, sources, granularity, accountable owners, consumers, quality, access, refresh, retention and version.Whether the required data can be produced and used with confidence.
Semantic model and metrics catalogueEntities, relationships, dimensions, hierarchies, calendar, definitions, formulas, units and accountable owners.Consistency of meaning across BI, analytics, models, agents and applications.
AI and agent qualification planPurpose, expected performance, material risks, costs, oversight, access, boundaries, monitoring and retirement.Whether each use is ready for demonstration, implementation and monitoring.
Security and observability planIdentity, authorisation, segregation, secrets protection, events, indicators, incidents, recovery and responsibilities.How to protect, monitor, interrupt and recover operations.
Decision and value measurement planQuestion, accountable owner, target, deadline, alternatives, actions, baseline, indicators, costs, comparison and uncertainty.How to connect execution, observed effect and the decision to continue.
Implementation, portability and transfer planEnvironments, components, integrations, operations, support, capability building, transition and technology evolution.How to implement and evolve with sovereignty and controlled dependency.
Arcogi BoK
Principles and patternsGuides the choices that apply to data, semantics, AI, agents, decisions, value, security and operations.
Arcogi Services
Contracted deliveryConducts discovery, architecture, integration, validation, capability building and transfer as defined in the proposal.
Arcogi OS
Progressive materialisationOperational components are implemented only when included in scope, technically available and accepted.
The technical assessment clarifies artefacts, integrations and responsibilities without assuming the replacement of existing platforms or the availability of every component.
Applied cases

Explore the journey across sectors and functions.

These cases use synthetic data to demonstrate how the doctrine is applied. They do not represent a client implementation or client outcome.

© 2026 ArcogiEDAVEN is Arcogi's doctrine and operating movement.Outcomes depend on context, execution and the evidence available.
Published version 3.9Updated on 30 August 2026Canonical URL preserved
Arcogi Applied Casebooks

See the doctrine applied across six decision contexts.

Complete synthetic cases cover data products, semantics, people, AI, agents, decisions, time and value assessment without presenting them as client outcomes.