Sales and marketing expenses were $898,000 for the Q3 of 20 compared to $833,000 for the Q3 of 2022. The increase was attributable to increases in professional fees of $123,000 and payroll and related expenses of $112,000 due to hiring more sales personnel, which were partially offset by decreases in external marketing expenses of $169,000 For the 9 month period ended September 30, 2023, sales and marketing expenses were $2,970,000 compared to $2,530,000 during the same period in the prior year. The period over period increase was primarily attributable Increases in payroll and related expenses of $535,000 external marketing expenses of 270 $1,000 in general operating expenses related to sales and marketing of $17,000 which were partially offset by a decrease in advertising and promotion expense At $381,000 General and administrative expenses for the 3 months End of September 30, 2023 decreased by $1,130,000 or 51 percent to $1,110,000 compared to $2,240,000 for the same period last year. For the 9 month period, general and administrative expenses decreased By $1,100,000 or 20 percent from $5,600,000 for the 9 months ended September 30, 2022 To $4,500,000 for the 9 months ended September 30, 2023. Through the 9 months of 2020 3.