House Speaker John Boehner has for the first time proposed a tax-rate increase, one that would hit income over $1 million, in return for President Barack Obama's agreeing to significant cuts in entitlement programs, according to people familiar with the matter.

The move, made in a Friday phone call between the two men, is a potentially major concession in what had been slow-moving talks to avert the fiscal cliff.

White...