The Wales Air Ambulance and three road ambulances attended the crash at Pandy on the main road between Abergavenny and Hereford at about 15:10 BST.
The A465 Hereford Road has been shut in both directions but it was expected to reopen on Thursday evening.
Two people have been airlifted to hospital after a four-vehicle crash on the A465 in Monmouthshire.