---
title: "Audrey Miller (@aiaitools) | Hashnode"
description: "Audrey Miller (@aiaitools) writes on Hashnode. Read their latest articles and follow their work."
url: "https://hashnode.com/@aiaitools"
---

@aiaitools

# Audrey Miller

@aiaitools · Joined July 2026

### [Don't Recommend Another Jacket Yet: Building a Wardrobe Coverage Audit](https://aiaitools.hashnode.dev/don-t-recommend-another-jacket-yet-building-a-wardrobe-coverage-audit?utm_source=hashnode&utm_medium=feed)

A shopping application can recommend a new jacket in seconds. But should it? If the customer already owns three jackets that work for the same occasions, another recommendation may not solve an actual

7 min read · [aiaitools.hashnode.dev](https://aiaitools.hashnode.dev/don-t-recommend-another-jacket-yet-building-a-wardrobe-coverage-audit?utm_source=hashnode&utm_medium=feed)

[2d ago](https://hashnode.com/posts/don-t-recommend-another-jacket-yet-building-a-wardrobe-coverage-audit/6af67e9165257c1478978317)

### [Secret Santa Without a Spreadsheet Leak: Privacy Design for Team Gifting](https://aiaitools.hashnode.dev/secret-santa-without-a-spreadsheet-leak-privacy-design-for-team-gifting?utm_source=hashnode&utm_medium=feed)

Explore privacy-first Secret Santa app design with consent, minimal data collection, secure recipient matching, and safe gift delivery.

7 min read · [aiaitools.hashnode.dev](https://aiaitools.hashnode.dev/secret-santa-without-a-spreadsheet-leak-privacy-design-for-team-gifting?utm_source=hashnode&utm_medium=feed)

[4d ago](https://hashnode.com/posts/secret-santa-without-a-spreadsheet-leak-privacy-design-for-team-gifting/6af406bf8af42665acf0f1fb)

### [Beyond Product Photos: Building Scenario-Based UX Tests for Fashion Shopping Pages](https://aiaitools.hashnode.dev/beyond-product-photos-building-scenario-based-ux-tests-for-fashion-shopping-pages?utm_source=hashnode&utm_medium=feed)

Learn how to test fashion product pages using real shopping scenarios, product attributes, accessibility checks, and user decisions.

5 min read · [aiaitools.hashnode.dev](https://aiaitools.hashnode.dev/beyond-product-photos-building-scenario-based-ux-tests-for-fashion-shopping-pages?utm_source=hashnode&utm_medium=feed)

[5d ago](https://hashnode.com/posts/beyond-product-photos-building-scenario-based-ux-tests-for-fashion-shopping-pages/6af2db412fe7f2e446930bc2)

### [When a Gift Finder Should Say “No Match”: Designing Constraint-Aware Recommendation Interfaces](https://aiaitools.hashnode.dev/when-a-gift-finder-should-say-no-match-designing-constraint-aware-recommendation-interfaces?utm_source=hashnode&utm_medium=feed)

Learn how to design gift recommendation interfaces that respect budget limits, recipient needs, and uncertain delivery information.

5 min read · [aiaitools.hashnode.dev](https://aiaitools.hashnode.dev/when-a-gift-finder-should-say-no-match-designing-constraint-aware-recommendation-interfaces?utm_source=hashnode&utm_medium=feed)

[6d ago](https://hashnode.com/posts/when-a-gift-finder-should-say-no-match-designing-constraint-aware-recommendation-interfaces/6af16771211f02bcabe9b2ea)

### [The Missing Dimension in Fashion E-commerce: Designing Interfaces Around Measurement Uncertainty](https://aiaitools.hashnode.dev/the-missing-dimension-in-fashion-e-commerce-designing-interfaces-around-measurement-uncertainty?utm_source=hashnode&utm_medium=feed)

Learn how to improve fashion e-commerce UX with clearer garment measurements, accessible size charts, and transparent fit information.

6 min read · [aiaitools.hashnode.dev](https://aiaitools.hashnode.dev/the-missing-dimension-in-fashion-e-commerce-designing-interfaces-around-measurement-uncertainty?utm_source=hashnode&utm_medium=feed)

[Nov 6](https://hashnode.com/posts/the-missing-dimension-in-fashion-e-commerce-designing-interfaces-around-measurement-uncertainty/6aed7ee81186faf01c7bafe1)