5 People. 50-Person Revenue. The Agentic Architecture Nobody Talks About #EnterpriseAI #AgenticAI #AIStrategy
Why do 90% of enterprise AI projects never make it to production?
That's the question few dare to ask out loud — and Quentin Reul, Director of Strategy at expert.ai, answers it without filters in this episode of AI to the Sky.
Companies are spending millions on Copilot licenses, OpenAI experiments, and Proof of Concept projects that shine in boardroom presentations but die in the real world. The problem isn't the technology. The problem is the architectural thinking behind the implementation.
Quentin is one of the few professionals globally capable of connecting symbolic logic with LLMs to build systems that don't hallucinate. In this episode, he breaks down Neuro-Symbolic AI: why relying solely on probabilistic models for business-critical processes is financial negligence — and how placing a "logic referee" behind your AI completely changes the outcome.
This is not a hype episode. This is a masterclass for leaders who aren't looking to play with technology — they're looking to dominate their market.
🎙️ AI to the Sky — Joseph Vale & Damian IA📍 For entrepreneurs and tech leaders with a global vision.
⏱️ TIMESTAMPS
00:00 — Introduction: Who is Quentin Reul & why this conversation matters01:30 — The Wildcard: What business would you trust with zero technology?04:00 — The brutal truth: The biggest AI mistake a Fortune 500 made this year08:00 — Copilot licenses vs. being truly AI-Native — what's the real difference?13:00 — Neuro-Symbolic AI explained: Why probabilistic models alone are financial negligence19:00 — Organizational Compression: Can a 5-person team beat a 50-person company?25:00 — The Lean AI Framework: What to automate first when everything seems broken32:00 — Governance as speed: How compliance becomes your competitive weapon38:00 — The No-Bullshit question: What survives if LLMs are banned tomorrow?42:00 — Closing: Measurable impact or nothing — that's the law
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