Cross-industry teaching compositeHead of Operations

The Policy-answer Bottleneck

A policy assistant must be useful without giving an untraceable answer.

Scenariet

Teaching composite — not a claim about a named organisation or measured outcome. Staff repeatedly answer the same internal policy questions from documents that are scattered, partly outdated and not equally accessible to every employee. A team proposes an AI assistant that can draft answers faster. The leadership question is not whether the assistant can produce fluent text; it is whether users can see the approved source route, understand when a question is ambiguous and reach a named human reviewer before an answer causes harm.

The first design decision is deliberately narrow: select an approved initial document set, define who owns freshness, enforce access boundaries and make citations and escalation visible in the answer experience.

Sådan kommer AI ind i arbejdsgangen

Frame the decision
Menneske
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
Menneske + AI
A small team tests the proposed workflow on representative work and records failures.
Make the call
Menneske
A named person approves the decision, boundaries and measure of success.
Learn and improve
Menneske + AI
Results, feedback and exceptions feed the next review rather than disappearing in a project report.

Spørg om workflowet

ADA, taskforcens næstkommanderende, forklarer præcis, hvordan menneske og AI deler arbejdet — spørg om hvad som helst.

Taskforcen: menneske + agenter

Teamleder — godkender hvert resultat

SAGE

Knowledge Architect

PRISM

Readiness & Assessment Agent

SENTINEL

Governance Agent

Kuni

AI Learning Companion

VAULT

QA & Validation Agent

Taylor

Orchestrator Agent

BRIDGE

Change Management & Adoption Agent

Agenter foreslår og udfører. Den menneskelige leder godkender altid det endelige resultat.

Resultater

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

Vigtigste pointer

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.