AI Debt or Dividend
The 9 AI Debts
AI debt is the cost of AI decisions that were deferred, assumed or never made. It builds in 9 places, and 1 debt sits underneath them all.
Find yours
Underneath all 9Human DebtUrgency Debt
The cost of moving on AI before you have a shared way to decide.
Urgency debt accumulates when speed substitutes for judgment.
What it costs you
You pay twice: once to rush it in, then for months undoing what was never decided.
Read: Urgency Debt: Everybody’s Using AI. Nobody Approved It. →
Governance Debt
The cost of oversight that arrives after the decisions are already embedded.
When AI tools are adopted before anyone has answered who decides what, governance debt is already accruing.
What it costs you
You carry the legal, data and reputational risk of AI decisions you never signed off on.
Read: Governance Debt: You Put AI to Work. Then You Stopped Watching It. →
Assumption Debt
The cost of building AI on what no one stopped to ask.
What the team believed to be true about their data, their users, or their use case, but never verified.
What it costs you
You fund a fix for a problem you don’t have, while the real one waits.
Read: Assumption Debt: You Bought a Number. It Was True Somewhere Else. →
Adoption Debt
The cost of technology that moved faster than the people using it.
When AI is deployed without genuine preparation, the gap between tool capability and human readiness becomes a liability.
What it costs you
Your people use it before they’re ready, and their mistakes go out under your name.
Read: Adoption Debt: The Metric Measured the Tool. The People With the Problem Were Never Asked. →
Accountability Debt
The cost of an AI decision no one owns.
When something goes wrong with an AI system and no one can name whose problem it is, accountability debt has been accumulating for a long time.
What it costs you
Small problems grow into big ones, and without an owner, the bill comes to you.
Trust Debt
The cost of designing AI with a few at the top instead of everyone it touches.
Trust is easier to maintain than to rebuild.
What it costs you
You bought a tool built without the people who had the problem. It missed the real pain, and now they won’t touch it.
Read: Trust Debt: Someone wrote your AI’s values. It wasn’t you. →Bring everyone in: the AI Field Lab →
Measurement Debt
The cost of launching before you have defined what success looks like.
Organizations that cannot measure whether their AI systems are working cannot tell whether they are failing.
What it costs you
You can’t tell a win from a slow failure, so you keep paying for both.
Read: Measurement Debt: Your AI Feels Like It’s Working. 5 Steps to Prove It Pays. →
Decision Debt
The cost of authority that exists on paper but never gets exercised.
When no one knows who can decide what, decisions either stall or get made by whoever moves first, and neither is governance.
What it costs you
While everyone waits for someone else to say yes, your AI decides by default.
Read: Decision Debt: Who Decided Your AI Could Decide That? 4 Steps to Find Out. →
Drift Debt
The cost of assuming shared understanding will last without tending.
Shared understanding fades unless someone actively tends it.
What it costs you
What your teams agreed on at launch fades, and the debts you fixed come back.
Read: Drift Debt: Approving the AI Was the Easy Part. 4 Steps to Catch the Drift. →
Underneath all 9
Human Debt
The cost of putting AI ahead of the people it was built to serve.
Humans create every other debt, and only humans can clear them.
What it costs you
Leave your people out, and you lose the answers only they have, and the ownership that gets an AI decision carried out.
The AI Debt Diagnostic
Which debt is yours?
Free, 9 questions, about 5 minutes. See your heaviest debt and your first move to pay it down. Results on screen and in your inbox.
Take the 5-minute AI Debt Diagnostic →
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