Technologies for various memory structures for artificial intelligence (AI) applications and methods thereof are described. An XNOR circuit along with a sense amplifier may be combined with an array (or multiple arrays) of memory such as non-volatile memory (NVM) or an NVM, SRAM combination to perform an XNOR operation on the data read from the memory. Various versions may include different connections allowing simplification of circuitry or timing. In some examples, memory array may include programmable resistor/switch device combinations, or multiple columns connected to a single XNOR+SA circuit.