Three tests before we ship an agent.
An agent we deploy must be explainable to an auditor, bounded to a named operational scope, and replaceable within a week. If it cannot meet all three tests, we do not ship it — and we say so rather than building it anyway.
Those constraints are not caution. They are what makes an operations director willing to let software decide anything at all, and what lets the client approve it. Knowing an agent can be switched off in a week is usually the thing that gets it approved.
What an unbounded agent costs you.
Nobody can explain the decision
A case was resolved and the reasoning was never captured, so it cannot be defended to an auditor or a customer.
Scope creep by convenience
The agent handles three adjacent tasks nobody scoped because it happened to be able to.
A dependency you cannot govern
Six months in, the process cannot run without it and there is no documented fallback.
Locked to one provider
The implementation is welded to one model API and re-pricing or deprecation becomes an operational risk.
No hand-back rule
The agent attempts a case it should have passed to a person because nobody defined the boundary.
Measured on accuracy alone
Ninety-four percent accurate sounds good until nobody can say how many hours it actually removed.
What the engagement actually includes.
Scope definition
The agent's operational boundary written down before anything is built: what it owns, what it must never touch, and the value limit above which it hands back.
Decision rules with the team
Written on paper with the people whose work the agent takes over. This is what makes the operation trust it — and it is also the specification.
Build & integrate
Deployed inside the operating systems, using the same records and permissions as a person would, rather than as a separate tool beside them.
Full decision logging
Every action recorded with its inputs and reasoning in a form an auditor can read without a data scientist present.
Replacement path
A documented fallback that returns the work to people within a week, tested before go-live rather than assumed.
Hour accounting
Measured against the baseline: hours removed per quarter, exceptions closed without escalation, and what the team redeployed to.
Bound it, build it, prove it can be switched off.
Every agent must be explainable, bounded and replaceable within a week. These are the components that make those three tests possible.
Ranges observed on Al Jawad engagements. Your targets are agreed in assessment, before the work starts.
What does bounded actually mean?
A named operational scope, an explicit list of what the agent may not do, and a value limit above which it always hands back to a person. All three are written before it is built.
Why does replaceability matter so much?
Because it is usually what gets the agent approved. On a recent engagement, setting the replacement test early is what let the client agree to deploy at all.
Do you run it alongside a person first?
Yes. A shadow period where the agent decides and a person decides independently, with the two compared, before it is allowed to act on its own.
Where do agents fit best?
High-volume, bounded, low-value-per-case work with a clear correct answer: supplier queries, invoice matching, vendor onboarding, exception routing.
Start a conversation.
Choose the one that fits where you are. None of them is a sales call. Each is an advisory conversation calibrated to a specific question.