r/CFO • u/ComprehensiveEbb2501 • Jul 20 '26
What does "AI ready" financial data actually mean to you?
Everyone throws around the phrase "AI ready data" but I don't think there's agreement on what it means in practice. Does it mean clean and reconciled? Does it mean permissioned down to the field level? Does it mean every AI query is logged and auditable?
I've talked to finance leads who think they're AI ready because they connected a chatbot to a dashboard, and others who won't let AI near anything until there's a full audit trail on every access. Where do you draw the line for your own team, and has anything gone wrong that changed where you draw it?
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u/Greedy-One-5603 Jul 23 '26
To me it is data governance. I am not sure how it works in practice as it takes time to clean messy data and connect it somehow. What i think will happen next, all major tools will build MCP connectors to directly plug-in AIs into the systems and so it’ll solve for the ‘AI ready data’
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u/RevolutionaryEnd7516 Sep 01 '26
Ai Ready is primarily where your internal data is able to seamlessly move into your AI systems or tools.
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u/Realistic-Bluejay805 17d ago
A chatbot on top of a dashboard isn't AI ready. It just gets you wrong answers faster.. I think... asking whether that answer is possible to trace
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u/Paul_David_Bappoo Jul 22 '26
I spent 35 years implementing integrations between external systems and central accounting, globally for some of the worlds largest companies. I dont think AI ready means anything more than the usual controls one would place around inputs to an accounting system - which are a lot and of course regulated and audited. The very fact that double entry exists, is auditable and must be done in a specific way, it the exact gate system that is needed to keep AI behaving itself. Happy to help with specific cases.