Some suggestions from me.
Maybe create a spell, maybe call it Mentor. It can have the following effects:
1) One time experience share, 50% exp of the mentor is given for free to the mentee, the mentor doesn't lost any exp. Maybe the spell cost is high, depends on the Mentor exp or level.
Or
2) 2 Choosen heroes will be a mentor and a mentee, the spell cost mana maintenance, but these mentor and mentee won't have to divide their experience if they fight together at the same army. The higher their combined level, the higher the mana maintenance cost.