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Скачать или смотреть AI Beats Venture Capital: How Hybrid AI Predicts Success

  • Andrea Viliotti
  • 2025-11-12
  • 9
AI Beats Venture Capital: How Hybrid AI Predicts Success
intelligenza artificialeAI per le aziendestrategia AIAI governanceAI complianceAI Act europeoGDPRmachine learningdeep learninglarge language modelsLLMgenerative AIAI agentsagenti autonomiRAGprompt engineeringevaluation LLMhallucinationsrisk management AIdata governancebusiness intelligencedata analyticsdata engineeringKPIROItrasformazione digitaleinnovazione d’impresaautomazione intelligenteroboticaAndreaViliotti
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Описание к видео AI Beats Venture Capital: How Hybrid AI Predicts Success

Can Artificial Intelligence outperform the intuition of top Venture Capital firms at predicting startup success? A recent paper shows the answer is yes.

A hybrid AI model (LLM-AR) achieved double the precision (59.5%) of Tier-1 Venture Capital funds (29.5%). For entrepreneurs, CEOs, and managers, this isn't just tech news—it's a strategic breakthrough.

While standard LLMs (like GPT) remain unreliable "black boxes" for high-stakes decisions, Hybrid AI offers a transparent, measurable, and governable alternative. In this video, AI Strategist Andrea Viliotti breaks down this framework and its practical, real-world implications for business leaders.

Watch this video to discover:

Why Hybrid (Neurosymbolic) AI is superior to pure LLMs for complex, high-stakes business decisions.

How LLM-AR works: a system that combines the "intuition" of LLMs with the rigorous logic of probabilistic reasoning (ProbLog).

The Experiment: How the AI analyzed 6,000 founders to predict success based only on their professional and behavioral traits.

This approach moves beyond the hype. For a business leader, it means you can:

OPEN THE "BLACK BOX" (Interpretability) No more opaque decisions. Hybrid AI generates human-readable rules (e.g., "IF perseverance AND vision THEN success"). This allows for human auditing and an "expert-in-the-loop," transforming AI from an inscrutable oracle into a true strategic partner.

MEASURE REAL AI ROI (KPIs) Strategic AI isn't a cost; it's a measurable investment. This framework can be "tuned" to business goals. For example, by optimizing the F0.25 score, you maximize "Precision" to reduce false positives (i.e., bad investments), which is critical for financial sustainability.

ENSURE GOVERNANCE & COMPLIANCE (EU AI Act) With the European AI Act (Reg. (UE) 2024/1689) now in force, transparency is non-negotiable. Traceable, interpretable systems like LLM-AR are intrinsically designed for compliance, managing risks like bias and data contamination, and meeting regulatory logging requirements (Art. 12).

The future of enterprise AI isn't bigger models; it's smarter, hybrid, and governable architectures.

VIDEO CHAPTERS 00:00 Introduction: Can AI Beat Venture Capital Firms? 01:15 The Experiment: How to Predict Startup Success 02:30 The Results: Hybrid AI (59.5%) vs. Human Venture Capital (29.5%) 04:05 Beyond LLMs: What is Neurosymbolic AI (and ProbLog)? 05:40 Opening the "Black Box": Transparent & Interpretable AI Decisions 07:10 Strategic Roadmap: From Agile Adoption to Integration 08:30 How AI Learns to Decide (Explained for Managers) 10:00 Expert-in-the-Loop: AI Augments the Analyst, Not Replaces 11:25 Measuring AI ROI: Precision vs. Recall (F-Score) 13:00 The Future: Hybrid AI for Complex Decisions 14:45 Governance & The AI Act: Managing Bias and Risk

ABOUT THE AUTHOR Andrea Viliotti: AI Strategy Consultant. A "translator" who turns AI complexity into measurable ROI for business leaders.

RESOURCES & CONTACT Do you want to turn Artificial Intelligence from an abstract idea into a measurable competitive advantage for your company?

Book a free 30-minute strategic video call with Andrea Viliotti: ➡️ https://calendar.google.com/calendar/...

Go deeper on the "Rhythm Blues AI" blog: ➡️ https://www.andreaviliotti.it/blog

Follow Andrea Viliotti on LinkedIn: ➡️   / andreaviliotti  

Subscribe to the YouTube channel for more strategic analysis: ➡️    / @andrea-viliotti  

Listen to the Podcast: ➡️ https://podcasts.apple.com/us/podcast...

#HybridAI #AIStrategy #BusinessAI #NeurosymbolicAI #VentureCapital #Startup #AIROI #EUAIAct #ExplainableAI #AndreaViliotti

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