McAi

Capability

Agentic automation & operations

From automating steps to deleting handoffs — with controls that hold.

Our point of view

Agents change the unit of redesign. Instead of automating a step inside a process designed around human constraints, you can re-derive the process from the outcome and keep only the checkpoints that carry accountability.

We help clients choose a posture deliberately — automate, redesign, or reinvent — and then build the four controls that make autonomy safe: bounded action space, reconstructable audit trail, human escalation with a service level, and a kill switch owned by the business.

The organisations that move fastest are not the most permissive; they are the most precise about which decisions they will never delegate.

What we do inside this capability

01

Process re-derivation

Rebuilding the process around the outcome and retaining only accountability checkpoints.

02

Agent architecture

Tool design, memory, guardrails, and evaluation harnesses for production agents.

03

Human-in-the-loop design

Escalation paths, review queues, and interfaces that make disagreeing with the model easy.

04

Assurance

Adversarial testing, drift monitoring, and rollback playbooks before scale.

Research behind this work

Next step

Where would agentic automation & operations move the needle for you?

Bring a live decision. We will bring the pattern from comparable organisations — including the failures.