Authoritative ownership
Each important class of information has a defined system of record. Convenience copies have a reason and a rule for staying current.
Architecture & Stewardship Standard · v2.0
The discipline underneath Company-Level AI.
The five functions describe what the business must be capable of doing. The six architecture layers describe how the operating system supports that work.
Architectural principles
The rules that shape a deployment.
Capture near creation
Capture information as close as practical to the event that creates it. Bad source data needs attention at the source.
Visible human judgment
Material judgment belongs to accountable humans unless a deliberately governed decision rule says otherwise.
Observable automation
A consequential workflow that can fail needs to expose that failure through an agreed queue or notification path.
Named responsibility
Every important workflow has a named role or rule responsible for its outcome.
Explicit completion
Define how the system knows the intended result occurred, including the evidence needed to verify it.
Deliberate integration
Keep capable domain software in its appropriate role. Add connections when the operating work needs them.
Portability
Documentation, credentials and ownership allow a responsible transition to another operator.
Reference architecture
Six interacting layers.
Systems of record
The software that knows its part.
Business memory
A shared picture of the operating work.
Integration
Information moves between systems.
Processing
Events become useful context.
Interface
Each person can see and do their part.
Control
Failures and unfinished work become visible.
Architecture × function
Each function crosses several layers.
| Layer | Sensing | Signaling | Processing | Deciding | Regulating |
|---|---|---|---|---|---|
| Systems of record | Primary | Supporting | — | — | Evidence |
| Business memory | Supporting | Primary | Supporting | Context | Supporting |
| Integration | Event capture | Primary | Transform | Route | Status return |
| Processing | Classify | Enrich | Primary | Rules | Evaluate |
| Interface | Observe | Deliver | Explain | Human action | Confirm |
| Control | Monitor | Monitor | Monitor | Escalate | Primary |
The Notion standard
Use Notion as business memory and interface where appropriate. Databases represent durable business entities or operating states. Relationships and rollups clarify that model. Views expose the next useful action for each role.
Templates encode real repetition. Archive rules preserve history while keeping inactive work out of current queues. Replication of authoritative information needs an explicit purpose.
The automation standard
Every production automation has a name, purpose, owner, trigger, downstream effects and failure path. Credentials use client-controlled accounts or documented service ownership wherever practical.
Retries are deliberate and bounded. Duplicate protection or idempotency is used where repeated triggers could create harmful duplicate actions. Source schema and field changes are treated as architecture changes when they affect downstream work.
AI steps have a defined failure behavior, confidence expectation and human escalation when consequences are material.
Represent the operating state.
A useful minimum state model is created → owned → in progress → waiting or blocked → completed → verified. Actual implementations can use different states. Ambiguous limbo needs a way to become visible.
Control checks the business outcome.
Technical success is distinct from business completion. Surface economically meaningful stale states, unowned items, overdue transitions and failed integrations. Reconcile systems that should agree.
An exception queue is often more useful than a broad dashboard when the operator needs to know what requires action.
Stewardship operating standard
The continuing responsibility.
- Routine monitoring
- Review automation health and surfaced exceptions at an appropriate, agreed cadence.
- Maintenance
- Repair ordinary integration drift, broken references and bounded workflow defects.
- Change control
- Record meaningful architecture changes and their downstream effects.
- Small improvements
- Modify existing views, fields, rules and workflows within the installed architecture.
- Periodic recalibration
- Review whether records, states, responsibilities and exception rules still match reality.
- Documentation
- Keep the operating map, automation inventory and material dependencies current enough for continuity.
- Security and access
- Use least-privilege access where practical, review access as roles change and avoid unnecessary copies of sensitive data.
- Offboarding
- Provide a current operating map, automation inventory, ownership notes and reasonable transition information.
The engagement names the implementation, maintenance and continuing decisions included. Substantial new work requires an agreed scope, cost and owner before it begins.
AI operating standard
Make capability measurable and authority explicit.
Purpose and economics
Each deployed system has a defined business outcome, a dated baseline or stated measurement limitation, and a record of implementation and running costs.
Data and company context
Identify permitted information, authoritative sources and access boundaries. Outdated or missing context needs a defined response. Vendor terms are reviewed for the intended use.
Human decisions
Name what the system may do, what requires approval and who handles exceptions. Expanded autonomy needs an explicit decision supported by evidence.
Testing and continuing review
Test ordinary work and consequential exceptions. Record corrections, failures and actual use. Keep a fallback, an incident route and criteria for stopping or revising the system.
A current system register connects each deployment to its purpose, owner, data, authority, review schedule and runbook. Documentation and training must let an appropriate operator continue the work.
Definition of healthy
Important work reaches a verified outcome.
The business can notice events, route information, create useful context and put decisions with the right person or rule. The owner’s memory is no longer the primary control mechanism.
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