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ReturnClip — Project Story

Inspiration

We've spent years building and operating ecommerce stores, and one pattern kept hurting every brand we worked with: returns were painful for customers and expensive for merchants.

What should be a simple post-purchase experience often turns into long forms, support tickets, manual inspection, delayed refunds, and avoidable chargebacks.

We built ReturnClip to solve that exact pain point.

What it does

ReturnClip is an App Clip–powered return flow that starts instantly from a QR code or link — no app download required.

Customers can verify their order, select the item, upload photos, and receive a guided return decision in seconds.

Our system combines:

Image-based condition verification
Policy-aware decisioning
Refund / exchange / store-credit routing
Backend auditability for merchant operations

The result is a return process that is faster for customers and more reliable for merchants.

Why this matters for brands

From working directly with ecommerce teams, we repeatedly saw the same operational leaks:

High support volume for returns
Slow manual inspection workflows
Inconsistent policy enforcement
Fraud and abuse risk
Lost revenue from refund-only outcomes

ReturnClip transforms returns into a structured, data-driven workflow, helping brands reduce operational overhead while protecting margins and maintaining customer trust.

How we built it

We built the customer experience in SwiftUI as a multi-step App Clip flow that guides users through order verification, item selection, and image submission.

To accelerate development during the hackathon, we made extensive use of Google Antigravity, which helped us rapidly scaffold both frontend and backend components. Antigravity assisted with generating SwiftUI interface structures, prototyping API integrations, and iterating on backend logic for handling return verification and merchant workflows. This allowed our team to move quickly from concept to a functioning end-to-end prototype.

We combined this with AI-powered image analysis to classify return condition (clean, lightly damaged, or heavily damaged) and automatically determine whether an item qualifies for refund, exchange, or store credit based on merchant policy.

Behind the scenes, we designed a backend architecture for:

Order verification
Return case tracking
Evidence storage
Decision logging for merchant auditability

Challenges we faced

The hardest challenge was balancing speed and trust:

Making the flow frictionless for honest customers
While collecting enough structured evidence to protect merchants

We also had to design the system to be production-ready in principle, including fallback logic, clear decision paths, and scalable integration points for commerce platforms.

Another significant challenge was that none of us had prior experience with SwiftUI. We had to learn the framework from scratch while simultaneously building both the frontend App Clip experience and wiring up the backend logic.

Testing also presented unique difficulties. App Clips have specific launch conditions and simulator constraints, so validating the full QR-to-return workflow inside Xcode required careful setup and iteration.

What we learned

Returns are not just a UX problem — they are a margin, operations, and trust problem.

By combining a lightweight App Clip experience with structured evidence and intelligent decisioning, we can turn returns from a costly manual process into a fast, verifiable, and scalable system.

What's next

Our immediate next steps include deeper live integrations with platforms like Shopify, stronger fraud and risk scoring models, and richer merchant analytics so brands can continuously optimize return outcomes and customer retention.

But our long-term vision goes beyond ecommerce.

We want ReturnClip to work in physical retail environments as well — enabling QR codes at in-store return counters so customers can complete the same fast, structured, evidence-backed flow whether they bought online or in person.

Ultimately, we believe ReturnClip can become infrastructure for how modern commerce handles returns — reducing friction for customers, protecting margins for merchants, and turning the post-purchase experience into a competitive advantage rather than a liability.