4 Ways AI Startups Can Avoid Becoming Obsolete

Opinions expressed by Entrepreneur contributors are their own.

The rapid progress in AI is intensifying uncertainties for startups and their founders. Each model release from big AI players poses a challenge, potentially rendering thousands of startups obsolete, including those who believed they had a defensible tech stack. Similarly, the release of new open-source models can negate years of effort by startups overnight. This evolving landscape underscores the critical need for careful ideation and business model formulation for AI entrepreneurs.

To aid in this endeavor, I offer four key pitfalls to avoid, along with strategic recommendations, drawing from my extensive academic and industrial research.

Related: 6 Ways AI Is Revolutionizing Startup

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