The Ledger

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Insight
Unified data models are 100x more effective for AI than API stitching
“I believe to certainly that all of the data in, in one place is in similar data models is, A hundred X more effective than trying to unify five, 10 different data models and databases through an API.”
Zeb Evans Oct 10, 2025 ▶ 22:08 How Business Software Transforms In The Age Of AI — With Zeb Evans
Insight
AI remains costly, slow, and error-prone without strict UI guardrails
“AI is like, I'm a total optimist in AI, but it's not there yet in a lot of ways. And it certainly is, is also very, it's very costly. It's pretty, pretty slow and it's ripe for errors. If you don't give it a bunch of guardrails,”
Zeb Evans Oct 10, 2025 ▶ 10:35 How Business Software Transforms In The Age Of AI — With Zeb Evans
Insight
Enterprise AI delivers most value by operating proactively, not manually invoked
“That's where I see the real value coming from is, is where AI is really just providing the value automatically or asking you and confirming you that to provide the value, but it's just doing it there. You shouldn't have to go invoke AI to realize the value fro…”
Zeb Evans Oct 10, 2025 ▶ 31:38 How Business Software Transforms In The Age Of AI — With Zeb Evans
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