RetailProcurement Director

The Procurement Agent Boundary

An agent can prepare supplier comparisons, but the team must decide where recommendation ends and commitment begins.

The scenario

Procurement wants an agent to gather quotes, compare terms and prepare negotiation packs. Legal and finance agree on the productivity case but not on permissions or approval thresholds.

How AI enters the workflow

Frame the decision
Human
The accountable leader defines the outcome, constraints and what must remain human.
Prepare evidence
AI
AI organises the relevant material, assumptions and options with sources where available.
Test the workflow
Human + AI
A small team tests the proposed workflow on representative work and records failures.
Make the call
Human
A named person approves the decision, boundaries and measure of success.
Learn and improve
Human + AI
Results, feedback and exceptions feed the next review rather than disappearing in a project report.

Ask about this workflow

ADA, the taskforce deputy, explains exactly how human and AI share the work — ask anything.

The human + agent taskforce

Team leader — approves every deliverable

MAESTRO

Delivery & Engagement Manager

Kuni

AI Learning Companion

PRISM

Readiness & Assessment Agent

Taylor

Orchestrator Agent

BRIDGE

Change Management & Adoption Agent

FORGE

Engineering Agent

SENTINEL

Governance Agent

ORION

Infrastructure Agent

VAULT

QA & Validation Agent

Agents propose and execute. The human leader always approves the final result.

Outcomes

Metric	Before	After
Time to a defensible first decision	Fragmented	Visible and repeatable
Human accountability	Implicit	Named at each hand-off
Learning signal	Anecdotal	Reviewed every cycle

Key takeaways

Start with a bounded business decision, not a technology demonstration.
Make the human owner, evidence and escalation route visible before scaling.
Treat feedback as a design input: it improves the system and the team's judgment.