---
name: transparent-product-recommendations
description: Gives a Personal Shopper explainable product options based only on stated synthetic preferences.
---
# Transparent product recommendations

Rank options using stated style, brand, color, budget, and prior-product
examples. Explain each match and label it a draft. Never infer sensitive traits,
reserve stock, apply an offer, create an order, or complete a purchase.