Inventory, risk tiers, approvals, evidence and data-handling obligations for agentic systems in the enterprise.
A compelling demo leaves important questions open. Use a five-dimension rubric to examine the data, authority, evidence, ownership and people behind your next agent initiative.
A retrieval system should establish the active principal and filter authorised resources before similarity ranking or model context assembly.
Legal agents can organize evidence and prepare work, but professional judgement, client authority and verified legal positions cannot be delegated by interface.
A safe handoff transfers the decision, evidence, current state and bounded authority—not a transcript dump or a vague request for someone to take over.
Openness can improve inspectability, control and portability, but only when an organisation can own the supply chain, operation and evidence it inherits.
Review should follow material changes in purpose, authority, data, users, dependencies, evidence or incidents—not an arbitrary calendar alone.
An AI inventory becomes useful when it identifies deployed systems, their context, owners, dependencies and review triggers—not merely a list of model vendors.
A useful quarterly watchlist tracks changes that could alter real decisions: system authority, evidence, incidents, standards, providers and organisational readiness.
Investigators need more than chat transcripts. Preserve identity, instructions, retrieved context, model and tool versions, policy decisions, credentials, network events and actual state changes.
A useful tabletop follows one plausible agent failure through detection, containment, evidence, business recovery and accountable return to service.
Boards do not need to review prompts or model scores. They need a clear account of what each agent may do, whose mandate it carries and how control is recovered.
Buy evidence, controllability and lifecycle obligations—not a confident demo or an unrestricted promise of autonomy.
KEEP EXPLORING
Read the method, assumptions and questions to ask.
A little more clarity
Start with the questions that shape a better decision.
The blog examines where agents create business value, how teams define release evidence, how authority and tool access should be bounded, and how engineering, security and governance owners can make a shared decision.
They are written for product, engineering, AI platform, security, governance and transformation leaders responsible for moving an agent workflow from idea or pilot towards accountable operation.
Articles explain the problems and decision methods behind the consultancy’s service direction. They are educational material and do not replace a scoped review of an organisation’s actual system.