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[ARTICLE · art-119856] src=thedeepview.com ↗ pub= topic=artificial-intelligence verified=true sentiment=· neutral

Cheap AI raises the cost of bad judgment

Florian Douetteau, CEO and co-founder of Dataiku, said in an interview that as AI creation costs fall toward zero, the harder challenge is controlling what gets built, proving it works, and managing it over time. He predicted companies may buy 90% of their AI agents but build the 10% that differentiates their business, and that the emerging discipline of 'agent management' will be essential. He warned CEOs that moving too slowly risks a structural cost disadvantage, while moving too quickly without control could cause a major AI failure crisis.

read1 min views3 publishedSep 3, 2026
Cheap AI raises the cost of bad judgment
Image: Thedeepview (auto-discovered)

AI makes software easier to create, but the harder and more valuable challenge is controlling what gets built, proving that it works, and managing it over time.

In this episode of The Deep View Conversations, we sit down with Florian Douetteau, CEO and co-founder of Dataiku, to explore how large organizations can turn AI agents from impressive demos into safe, maintainable systems that deliver measurable business results.

Douetteau explains why enterprise AI models are becoming commoditized, why companies may buy 90% of their agents but build the 10% that differentiates their business, and why the emerging discipline of "agent management" will be essential. He also breaks down the dilemma facing CEOs: move too slowly and competitors may gain a structural cost advantage; move too quickly without control and one major AI failure could create a crisis.

Topics covered:

• Why the cost of creating with AI is falling toward zero

• Where value will accrue as models commoditize

• How to balance openness, innovation and enterprise control

• Why subject-matter experts must retain ownership of AI agents

• Why business problems, not perfect data, should drive data strategy

• How enterprises can prioritize transformative AI use cases without stifling experimentation

• The three qualities Dataiku now values most when hiring

• How leaders can use AI without falling into cognitive laziness

If you’re trying to move enterprise AI beyond pilots, govern a growing portfolio of agents or understand where durable value will emerge as AI creation becomes cheaper, this conversation offers a practical framework for building quickly without losing control.

📺 [Watch on YouTube](https://youtu.be/D95nOFw621s)

🎧 [Listen in your favorite podcast player](https://tdv.transistor.fm/episodes/62-cheap-ai-raises-the-cost-of-bad-judgment-florian-douetteau)

[Subscribe to Deep View Conversations](https://tdv.transistor.fm/) for interviews with the leaders shaping the future of AI, business, and technology: [tdv.transitor.fm](http://tdv.transitor.fm)
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