Yes, Xbox Live is down.
Xbox Live has been experiencing issues since roughly 5pm ET today, with many homebound gamers taking to Twitter to air their grievances.
Microsoft is currently investigating the situation, tweeting from its official Xbox support account: "We understand some users may be experiencing errors with sign in or matching making on Xbox Live, and are currently investigating."
We will update as it develops.