My gynac at the hospital explained that brain development goes on throughout the pregnancy. They prescribed specific DHA supplements from the second trimester.
You don't need expensive fancy foods, just ask your doctor for basic, affordable folic acid and iron supplements. They work perfectly for brain growth.