Branch points are critical locations in complex analysis where a multi-valued function, like a logarithm or a square root, fails to be analytic and requires a branch cut to define a single-valued function. These points are essential in understanding the behavior of functions around singularities and are pivotal in contour integration and Riemann surface theory.