PRACTICE 03

Artificial intelligence & operating model.

AI strategy in the mid-market is not a question of which model to use. It is the question of what kind of company the firm intends to be once AI is absorbed into its operating model.

The model is the least interesting decision. The interesting decisions are organisational: which judgements a serious firm should still want a human to make, which can run under review, and which can be automated outright without anyone losing the thread of why.

Most AI programmes fail not technically but managerially — deployed into an operating model that was never redesigned to hold them. The strategy work comes first: what the firm is for, once the routine cognition is absorbed. Deployment is the second conversation, not the first.

The output is a governed operating model: a map of decisions by who-or-what makes them, the review gates around the consequential ones, and a board-level account of where accountability sits when a system, not a person, was the proximate cause.

The recurring queries.

What a typical retainer covers.

01

Deployment strategy

Where AI creates real leverage inside the specific business, and where it quietly creates risk.

02

Operating-model redesign

The org redrawn around what humans are for once routine cognition is absorbed.

03

Governance frameworks

Review gates, accountability lines and the decisions that stay human by design.

04

Build-vs-buy diagnostic

An honest read on what to build, what to buy, and where model risk lands in each case.

05

Change management

The human transition — because the model is never the part that resists.

06

Board AI briefings

What a board needs to understand to sign off, in language that survives a hard question.

An AI programme is being scoped and the strategy is missing; a deployment has stalled in the operating model; or a board needs an honest account before it commits.

2025 · HK
AI deployment strategy for a regional services group; rebuilt the operating model around what humans were actually for.
The engagement began as a tooling question and became a redesign of where judgement sat across the firm.
Artificial intelligence

Conversations are by introduction, and held in confidence.

The firm takes on a small number of new retainers each year. First conversations carry no fee and no commitment. They begin with a written introduction.

office@khazanchi.org