Did you try AA.com?
AA Lounge Access Polices
AUA is in the Caribbean, which does not allow complimentary lounge access when traveling in Business (unless you hold Sapphire or higher status from a OW airline other than AA).
If you hold:
1) QP membership
2) certain eligible AMEX Platinum cards
...then you can use the Admirals Clubs. Otherwise, you can cough up US$50 for a Daypass to visit all clubs accessible to you en route. Same on the return.