GE was recently one of the safest bets in the bond market. Now, it is hurtling toward junk.

General Electric Co. amassed $115 billion of debt on a reputation as one of the U.S.’s safest borrowers. But revelations of losses and questions about its accounting have brought financial markets to a pivotal moment.

GE held a double-A credit rating...