A prover convinces a verifier that a statement holds, such as a transaction balancing or an age exceeding a threshold, while revealing nothing else. Shielded transactions, credential systems, and rollups are the working applications.
The engineering tradeoffs are proving cost and setup assumptions; newer proof systems avoid trusted setups. For privacy the significance is selective disclosure: proving the minimum fact instead of exposing the underlying record.