Yes. I wasn't on an LTE plan before. Once they are certain that is correct, you might be having a sim problem. I would take it to a store and let them try giving you a new sim card. One easy way to check is go into your dialer and type
*#*#4636#*#*
Choose the first option in the list that comes up, and see what "preferred network" is set to. If it doesn't say something about "LTE" theres something wrong. Before I got a new sim card, when I changed the drop down to "LTE" it automatically reverted. Apperantly I was on the wrong LTE plan, thanks at&t, and the sim wasn't LTE enabled.
After that, when I turned on the phone, it still wouldn't pull lte, but would if I disabled and reenabled airplane mode. Not 100% sure what I did to fix that. I think it was a combination of changing the afformentioned preferred network dropdown, doing a full factory reset of the phone, and restarting the phone 10000 time to pull down the correct roaming info.
Long story short, take it to an at&t corporate store imo.