Handful Case Study

AI Shopping Support Helping Ecommerce Teams Answer Product Questions With More Care

Handful ecommerce AI shopping assistant
Handful ecommerce AI shopping assistant
Handful shopping experience supported by AI

About Handful

Handful is an ecommerce brand focused on creating a better shopping and support experience for customers. CoPilot helped the team use AI to answer nuanced product questions, check order status, recommend products, and support richer product content across the customer journey.

Engagement details
IndustryEcommerce Growth
Focus AreasShopping Assistance, Product Content, Support
Systems
Shopping AssistantOrder LookupProduct Recommendations
Services Used
AI EngineeringCustomer ExperienceProcess AutomationProduct Content
About the project

What Handful was facing

The challenge

Customers often arrive with specific questions about fit, use cases, product details, and order status. Those questions matter, but answering them manually can pull ecommerce teams away from merchandising, growth, and customer care work that needs more attention.

The challenge was to make AI feel useful and brand-aligned: helpful enough to support real shopping decisions, structured enough to work with store data, and careful enough to hand off when a human should step in.

About the project

What we built

Shopping AssistantProduct RecommendationsOrder SupportProduct ContentCustomer Experience

We created an AI shopping assistant that answers nuanced questions, checks order status, recommends products, and supports higher-value product content.

The assistant was designed around common customer journeys: discovery, comparison, purchase confidence, and post-purchase support. It connects product information with conversational guidance so shoppers can get faster answers without losing the tone and care of the brand.

CoPilot also helped shape content workflows that make product information more useful for search, recommendation, and customer-facing support.

Program wins

Key results

More Helpful Shopping

Customers can get product guidance without waiting for a manual response.

Better Product Discovery

Recommendations help shoppers move from questions to relevant products.

Support Load Reduced

Order and product questions can be handled more consistently.

Richer Product Content

AI workflows create stronger material for merchandising and support.

Why it matters
For ecommerce brands, AI works best when it helps customers feel understood while giving internal teams more room to focus on growth and service quality.

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