Financial intermediaries are entities that facilitate transactions between parties seeking to invest or borrow funds, such as banks and mutual funds. They provide advantages like safety, liquidity, and cost reduction by pooling resources and spreading risk across diverse investments. Additionally, they help create efficient markets, thus playing a critical role in overall economic stability by channeling funds from savers to those in need.