Lace Color Match
A beautiful wig can still look wrong if the lace color, undertone, and hairline density do not match the shopper. This is one of the clearest AI decision points.
Lace mismatch creates the visual signal that a wig is fake. It is also hard to judge from a product page because lighting and skin undertone vary.
The fit engine should explain the lace direction in plain language, score the match, and connect the result to specific product handles.
Need to know
Not always. The best choice depends on skin tone, undertone, application skill, durability needs, and the desired wear routine.
That is the intended direction. Hair color and lace color should be matched together because both affect how natural the final look appears.