Published: 20 October 2025
Summary
To identify AI unicorns — and distinguish them from strong, useful donkeys — investors must look beyond the hype. This guide provides venture capital, private equity, and investment bank teams with a framework for recognizing AI unicorn potential by evaluating proprietary domain-specific data, unit economics, and governance across traditional, generative, agentic, and AGI-adjacent AI. AI unicorns are rare, emergent, and often recognized only in hindsight. This framework helps investors spot the signals of AI unicorn potential.
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