Complexity Products is facing financial difficulties due to rising costs and falling sales and profits. The company's product portfolio has grown too complex, leading to inefficient operations like long lead times, excess inventory, and firefighting. This high-cost structure has made the company uncompetitive against rivals who have lowered prices. The CEO is under pressure to cut costs quickly as cash flows are tight and the last quarter saw sales decline.