Founder writing about AI, marketing, and commodity trading. Co-Founder of Snappin.AI and Novaex.ai.
Apr 21, 2026
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1 min read
Most AI products are one model release from obsolescence. Here's the test I use to tell an AI wrapper from a real company — and when a feature's about to get absorbed.
