Insights — Mandantis Group

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I've Watched the Same Million-Dollar Mistake Twice

Both times the architecture call was right. Both times the contract that paid me made it almost impossible to say so. Here's the structural reason your delivery partner can't give you the answer you actually need — before you commit the spend.

3 min read

Decision Architecture

Frontier Transformation Assumes a Decision You Haven’t Made

Microsoft’s Frontier Transformation is a capable answer to adopting AI at scale. The problem is the question it answers — and the architecture decision it quietly assumes you have already made.

4 min read

Decision Architecture

The Five Pillars of Enterprise AI Readiness

Most organisations measure AI readiness with the wrong metrics. Five pillars determine whether your organisation can actually run agents.

5 min read

Decision Architecture

Impressions Are the Bill.

LinkedIn told me 2,539 people saw my last article. Six of them read it. McKinsey just described the identical failure in enterprise AI spend — and underneath both is the same architecture problem: when you never define the outcome, you end up governing the meter.

4 min read

Decision Architecture

The Unsolved Part is Ambition

Most organisations deploying AI are competing on model capability — the part vendors have already settled. The unsolved part is ambition, and it is architecture work.

3 min read