THE SITUATION
Why this decision is reaching leadership now
Leadership teams are increasingly presented with overlapping terms: copilots, assistants, retrieval-augmented generation (RAG), workflows and autonomous agents. Suppliers may describe each as the natural next step, but they solve different problems and create different operating obligations.
The right starting point is not the most advanced technology. It is the least complex pattern that can produce the required outcome with acceptable evidence, cost and control.
THE IMPLICATION
What could happen if the issue remains unresolved?
Buying autonomy before proving the process
An agent can introduce additional permissions, failure paths and monitoring requirements before the organisation has established that the underlying use case creates value.
Using generic AI where current evidence matters
A general assistant may produce fluent answers without access to the organisation’s authoritative information.
Automating an unclear workflow
AI can accelerate confusion when ownership, exceptions and approval points have not been agreed.
THE DECISION
What a controlled approach requires
Generative assistant
Use for drafting, summarising or analysis where a person remains responsible for checking and applying the output.
RAG assistant
Use when answers must draw from current, organisation-specific sources and users need to inspect the supporting evidence.
AI workflow
Use for bounded multi-step work with clear inputs, outputs, approvals and exception handling.
AI agent
Consider only when planning or autonomy creates demonstrable additional value and permissions, audit trails and rollback can be controlled.
QUESTIONS TO TAKE INTO THE ROOM
How confidently could your organisation answer these?
- What measurable outcome should improve?
- Which information must the system use, and who owns its accuracy?
- Which decisions or actions must remain subject to meaningful human approval?
- What would happen if the system produced a plausible but incorrect result?
- Could a simpler tool or conventional automation solve the same problem?
FROM QUESTION TO EVIDENCE
An informed question is useful. An organisation-specific assessment is more valuable.
ARI helps leadership identify the appropriate solution pattern only after the organisation’s value, information, governance, people, security and delivery position has been examined.