Preheat your oven to 350°F (175°C) and line a baking sheet with parchment paper or a silicone mat.
Cream the butter and erythritol together in a mixing bowl until the mixture becomes light and fluffy.
Add eggs and vanilla extract, and beat until the wet ingredients are well combined.
In a separate bowl, whisk together the almond flour, baking soda, and salt. Then, gradually add the dry ingredients to the wet ingredients, mixing until a soft dough forms.
Fold in the sugar-free chocolate chips, ensuring they are evenly distributed throughout the dough.
Shape the dough into 12 balls using a cookie scoop or tablespoon, placing them about 2 inches apart on the prepared baking sheet.
Bake for 10-12 minutes, or until the edges of the cookies are golden brown and the centers are set.
Cool on the baking sheet for 5-10 minutes, then transfer the cookies to a wire rack to cool completely before enjoying.