The Federal Communications Commission is about to fundamentally change the way it oversees high-speed Internet service, proposing to regulate it as a public utility.

Chairman Tom Wheeler is reaching for a significant expansion of the agency’s authority to regulate broadband providers, according to multiple people familiar with the matter.

The...