Process Debt:

Why your company isn't ready for AI — and how to fix it.

A field report from forty engagements. Why most AI pilots fail, what process debt is, and a four-step program for paying it down before you automate.

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32 pages · 18 min read · Sam Meyer, Principal

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95%

"The interest on process debt is paid in delayed transformations, failed projects, and competitive disadvantage. It compounds quietly until a board-approved AI initiative exposes it."

§ 1 · The tell

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Contents

What you'll read inside.

{[ { n: '§1', t: 'The tell', p: 2, b: 'The pattern every process-debt diagnosis begins with — and what it actually sounds like in a room.' }, { n: '§2', t: 'What process debt is', p: 6, b: 'A working definition. The three forms it takes. Why it behaves like financial debt — and why it\'s worse.' }, { n: '§3', t: 'Why AI exposes it', p: 12, b: 'How automation takes garbage in, produces garbage faster, and widens the gaps that were already there.' }, { n: '§4', t: 'A cautionary tale', p: 17, b: 'A Fortune-500 AI implementation that failed. Not a technology problem. A process-debt crisis the technology revealed.' }, { n: '§5', t: 'The Cognitive Framework', p: 21, b: 'Five levels of cognitive processing. Where autonomous AI holds, where it assists, and where humans stay in the loop.' }, { n: '§6', t: 'The four-step program', p: 27, b: 'Process architecture → handoffs → requirements → prioritization. In order. No skipping.' }, { n: '§7', t: 'Starting on Monday', p: 31, b: 'A one-page checklist. The fastest credible first move for any operations leader reading this.' }, ].map((s, i, a) => ( e.currentTarget.style.background = 'var(--s4-paper-3)'} onMouseLeave={e => e.currentTarget.style.background = 'transparent'}> {s.n}

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A recurring device

The things executives say, translated.

{[ { q: 'Our process is organic and collaborative, so you can\'t define it.', a: 'No one owns it.' }, { q: 'We\'re too complex to document.', a: 'The complexity is the problem, and it isn\'t going anywhere until someone writes it down.' }, { q: 'Our people just know how it works.', a: 'Three people just know how it works. What happens when two leave?' }, { q: 'We\'ll figure it out in the pilot.', a: 'The pilot will figure out that you haven\'t figured it out.' }, ].map((t, i) => (

What they say

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Translation

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))}

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