The current investment environment for machine learning startups is dynamic, defined by both significant streams of money and a increased degree of scrutiny. In the past, we observed a era of remarkable growth, with investors keenly allocating billions across the AI sector. Now, factors like macroeconomic instability, rising rates, and a more disce