Lively

Interactive commerce system integrating live video and embedded transaction workflows.

Commerce Systems

Commerce Systems

Real-Time UX

Real-Time UX

MVP Architecture

MVP Architecture

Project Context

ROLE

Product Designer (via Orogamis)

  • Translated early-stage concept into cohesive dual-sided product architecture

  • Designed live video + embedded cart integration with persistent purchase affordances

  • Built merchant analytics framework and pilot-ready design system

TEAM

Solo designer. Collaborated with business partner on market positioning; client founding team on product direction and pilot execution.

ROLE

Product Designer (via Orogamis)

  • Translated early-stage concept into cohesive dual-sided product architecture

  • Designed live video + embedded cart integration with persistent purchase affordances

  • Built merchant analytics framework and pilot-ready design system

TEAM

Solo designer. Collaborated with business partner on market positioning; client founding team on product direction and pilot execution.

TIMELINE

~4–5 month design sprint for MVP and pilot validation

STATUS

Pilot complete — reached early merchant testing; did not progress to full launch

WHAT EXCITED ME

Live video and commerce have almost opposite design requirements — video wants you to stay immersed, checkout wants you to context-switch — and finding the architecture where they could coexist without breaking either was a genuinely novel constraint

WHAT I LEARNED

In two-sided marketplaces, the supply side is the real product. If merchants can't run a great session, the shopper experience never gets a chance.

Overview

Lively was built to solve the structural gap between live video engagement and purchase conversion — embedding cart and checkout directly into the real-time session rather than interrupting it.

Lively is an interactive commerce system designed to unify live video engagement and transactional workflows into a single experience. As product designer, I translated the concept into a structured MVP — defining the live interaction model, embedded cart architecture, and merchant analytics framework for early pilot validation.

Problem

Live video and commerce have a structural conflict: video wants users immersed, checkout breaks immersion — and most platforms solve this by running them separately, which destroys conversion.

Live commerce has a fundamental tension. Video drives engagement and emotional connection. Checkout drives revenue. Typically, they interrupt each other — merchants redirect viewers to a separate purchase flow at exactly the moment of highest intent.


The challenge was designing a cohesive system where live interaction, product discovery, purchasing, and merchant analytics could function as one integrated platform without any layer breaking the others.

Approach

Three layers — live interaction with persistent purchase affordances, lightweight embedded checkout, and merchant session analytics — designed so none of the three breaks either user's experience.

I structured Lively as a dual-sided commerce system composed of three interconnected layers.

Live Interaction Layer

Designed real-time video sessions with persistent purchasing affordances, ensuring shoppers could engage with content without losing transactional context.

Transaction Layer

Integrated lightweight cart and checkout workflows directly within the live experience, reducing friction between discovery and purchase.

Merchant Intelligence Layer

Designed dashboards to surface session engagement signals, purchasing behavior, and performance metrics to support pilot validation and iteration.

Guiding principles:

  • Integrate engagement and transaction seamlessly

  • Preserve user focus during high-intent moments

  • Establish scalable interaction patterns early

  • Align product structure and identity to communicate cohesion and clarity

The result was a cohesive MVP-ready system capable of supporting early merchant pilots and iterative growth.

Impact & Outcomes

The MVP validated the core live-video-plus-transaction architecture through early merchant pilot testing; the product did not progress to full market launch.

  • Designed and prototyped a complete live commerce MVP system

  • Enabled structured early merchant pilot testing

  • Established foundational architecture for interactive video and embedded commerce integration

  • Delivered proof-of-concept prototypes supporting stakeholder and investor alignment

While the product did not progress to full market launch, the pilot phase validated the structural feasibility of integrating real-time video engagement with transactional workflows.

What I'd do differently

I'd have made the merchant onboarding and stream management experience a first-class design problem from day one. The pressure to validate the live-video-plus-embedded-transaction concept meant I prioritized the shopper-facing flow — the exciting, visible part — while the merchant setup, inventory management, and real-time session controls were underinvested early on. In a two-sided marketplace, the supply side determines whether you have a product at all, and the pilot would have been more informative if merchants had been operating from a well-designed tool from the start.

Embedded cart and frictionless checkout layered into real-time video.

Merchant performance dashboard tracking session engagement and conversion signals.

End-to-end live commerce system architecture.

Modular UI framework supporting rapid MVP iteration.

Let’s build intelligent systems together.

Open to senior product design and leadership opportunities across AI, infrastructure, and complex platforms.

Frank Sandoval

Designing intelligent product systems.

© Frank Sandoval
Designed and built with intention.

Frank Sandoval

Designing intelligent product systems.

© Frank Sandoval
Designed and built with intention.

Frank Sandoval

Designing intelligent product systems.

© Frank Sandoval
Designed and built with intention.