AI scales when responsibility grows as systematically as technology.
- 01
Every relevant AI product needs business, product, technical and domain ownership.
- 02
Evaluation becomes part of the release process across quality, safety, cost and process impact.
- 03
Agents need narrow tools, explicit approvals and traceable actions.
- 04
A portfolio board prioritises investment while a platform team provides reusable safe paths.
Not every use case deserves a product, but every one needs a decision.
Separate ideas, experiments, pilots and products. Evaluate frequency, effort, data, risk and value.
Product status requires ownership, users, quality measures, access, operating cost and lifecycle budget.
- Idea: problem and value
- Experiment: hypothesis and timebox
- Pilot: real users and process
- Product: owner, SLA and budget
Evaluation is a release gate, not a closing report.
Models, prompts, sources and tools change independently. Each change can affect quality, latency and cost.
Automated checks and domain review together support a release decision.
- Ground truth tasks
- Quality, safety, latency and cost
- Regression tests
- Staged release and rollback
More agency requires tighter boundaries.
Agents connect models, instructions and tools and become digital identities with permissions.
Design least-privilege tools, human approval for critical actions and full tracing.
- Read, propose, approve, execute
- Minimal permissions
- Idempotent writes
- Tracing and tool-result monitoring
A practical operating model is federated.
A small platform team provides model access, retrieval, evaluation, logging and security. Domain product teams own problem, data, users and outcomes.
A lightweight portfolio board sets priorities and clear classes rather than approving every prompt.
- Business owner
- AI product owner
- Platform team
- Domain expert
- Security and data
- Operations
Is your AI operable?
- 01
Does every system have an owner?
- 02
Are ideas, pilots and products distinct?
- 03
Are evaluations versioned?
- 04
Are agent tools minimally privileged?
- 05
Are approval, rollback and incidents defined?
- 06
Are quality, usage and cost reviewed together?
- 07
Is lifecycle funded?
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