Mistake 1: Too Many Buckets Too Early
Start with the four core buckets. Over-segmentation slows implementation and creates conflicts.
Mistake 2: No βExpected Results Behaviorβ
If you only label intents but donβt define what should happen, you havenβt built a usable map.
Mistake 3: Not Treating Head Terms as Commercial Intents
Head terms (βflagβ, βshoesβ, βhoodieβ) are where merchandising rules matter most. Your framework explicitly highlights the need for rule-based overrides where best sellers arenβt prioritized.