The current financial scene for machine learning companies is evolving, marked by both substantial outflows of funds and a increased degree of scrutiny. Before, we witnessed a era of remarkable growth, with investors enthusiastically deploying billions across the industry. Now, factors like macroeconomic volatility, increasing interest rates, and a