PSOF v1.0

Approach

Observe everything. Authorize deliberately. Automate safely. Prove outcomes.

Controlled operational outcomes — design, installation, governance, improvement. Not certification theater. Not unbounded AI in production.

Operating principles

Business service first

Every system maps to a service, owner, user impact, and value metric.

Evidence over assertion

No control is implemented until evidence shows it exists, works, and has an owner.

Least authority

Humans, services, and agents get minimum access for the approved action and period.

Observability before autonomy

Visible, baselined, recoverable — then AI action authority.

Reversible by default

Previews, staged writes, canaries, backups, defined rollback.

Human accountability

AI may recommend or execute within policy; a named human remains accountable.

One source of operational truth

Services, assets, incidents, changes, controls, and decisions link through canonical records.

Continuity is proven

Backups are not recovery. Restore tests and exercises prove continuity.

You cannot skip to agentic autonomy because a demo works. Each level requires proof of the levels below.

Unknown

Incomplete or undocumented systems and owners

Visible

Critical services, assets, owners, baseline metrics identified

Controlled

Access, change, incident, backup, security controls documented and used

Reliable

SLOs, actionable monitoring, tested recovery, stable delivery

Predictive

Correlation, anomaly detection, proactive problem and cost management

Governed autonomous

Bounded agents execute approved reversible actions with eval, audit, budgets, kill switch

Qualify → Assess → Design → Build → Verify → Transition → Operate → Improve

No production write access before design and change gates.
No autonomous production action before maturity and authority-class gates.
No managed-service transition without documentation, boundaries, and billing authorization.

Speed

T0 in minutes. A1 fixed price. B packages with acceptance — not endless discovery.

Safety

Observability before autonomy. Authority classes. Kill switches. Human accountability.

Scale

Same spine from one workflow to multi-service. Labs productizes proven installs.