Kristi Noem is involved with a mineral exploration company called NovaRed Mining, possibly in an advisory role. The nature and extent of her involvement with the company are not entirely clear, but it has been reported that the company uses AI in critical mineral exploration. It is uncertain how this role relates to her other reported activities, which include making public statements on various topics.