BlogsSep 22, 2026

The way you agentify matters.

Making one task cheaper doesn’t necessarily make the whole operation better.

By Walid Negm

Making one task cheaper doesn’t necessarily make the whole operation better.

Change who does the work or how the work is organized, and you can change capacity, coordination, review, control, reliability and the consequences of getting it wrong.

Sometimes an agent should reason or propose. Sometimes agents working together create new possibilities. Sometimes conventional software or a deterministic route is the better design.

An agent could do something and an agent should be allowed to do it are different questions.

TodayPossible now

A fixed process staffed entirely by people

The same authored route with mixed performers — people, AI agents and software taking the steps each is suited to perform

Every case is forced down one path

An authored decision takes one branch; a rule picks it, and the rest of the route stays intact

Independent checks wait in a single queue

One split, independent branches in parallel, then one join

Rework is an informal send-back

An authored loop, with a rule that stops it

Sequential incident escalation

A route that can hand off to an incident lead — human or agent — that assigns specialists dynamically as the situation develops

The lead works a plan written in advance

The same lead, writing its plan at run time as the situation develops

A centrally routed patient case

Specialist handoff where human and agent participants can pass the case directly and ownership actually moves with it

One person signs off while the others wait

Everyone judges the same thing, and a rule settles it

A manager assigns every job

A task market where eligible people or agents evaluate announced work, bid or claim it, and an allocation rule awards it

A fixed replenishment process

An adaptive shared board where procurement, logistics and planning agents watch shared state and act when their conditions are met

An unstructured “agent swarm”

A governed agent network with explicit interaction rights, authority and settlement — whether the underlying arrangement is a peer network, shared board, handoff or something else