AIToday
AI Business & IndustrySemafor TechPublished: Oct 15, 2026, 04:00 JST

Ioannis Antonoglou: AI era will force businesses to rebuild

Ioannis Antonoglou: AI era will force businesses to rebuild

3 Key Points

  1. What happened

    On Semafor’s Future Proof, Reflection AI co-founder and CTO Ioannis Antonoglou said companies have to throw out what they’ve done for decades and rebuild how they measure and carry out work, using AI as scaffolding.

  2. Why it matters

    Antonoglou said the rebuilding will take maybe a decade or two — a lot longer than most people in Silicon Valley project — with industries shifting at different times, offering openings for startups that move faster.

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Context & Analysis

Antonoglou’s argument centers on a gap in how businesses record what they do. Companies capture measurable outputs and work product, but not the work itself — the hard-to-define causal link between actions, like a call or a passing remark. He told Semafor’s Future Proof that this missing context is exactly what AI-driven redesign would need to address.

He expects the shift to take a decade or two, a longer horizon than most people in Silicon Valley project. It won’t happen in every industry at once — something he frames as likely good for the economy’s stability — but it gives startups a chance to spring ahead of incumbents that move more slowly. Reflection AI’s open-weight models are part of how he is trying to help customers make that transition.

FAQ
How long does Antonoglou think the AI-driven business rebuild will take?
He said it will take maybe a decade or two decades before people really rethink how things are done and how they can do them with AI in mind.
What is Reflection AI doing to help with this shift?
Antonoglou is trying to help customers rethink their work with AI in mind using his company’s open-weight models.
Why does Antonoglou say data is being thought about wrong?
He said businesses mostly capture measurable data or work product, but not the work itself — the difficult-to-define causal link connecting a company’s actions.

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