Abstract: An AI-enabled Quintessential Conseiller (“QC”) system analyzes and advises a beneficiary's business. The QC system recognizes a plurality of patterns associated with beneficiary business data including clients and products or services, wherein the plurality of patterns are tracked by exploring strategic clustering visualizations of the beneficiary business data. The QC system then recommends improvement(s) to the beneficiary business, including improvements having an impact on beneficiary bottom line, and identifying areas requiring reformulation to move the beneficiary's business forward.