Blogs to Video

MoneyLion · MALKA Media

AI-powered, self-serve system for translating written ideas into short-form video

Overview

A self-serve system that translates written content into short-form video through structured, editor-controlled workflows.

Context

MoneyLion needed to produce 1,000+ short-form videos from existing written content to support SEO, syndication, and social distribution without increasing production cost or headcount.

Traditional video production workflows were too slow, expensive, and dependent on handoffs between writers, designers, and editors to operate at this scale

Details

Role

System design, UI/UX design, prompt engineering, workflow architecture, creative direction, development/deployment

Timeline

January 2026

Studio

MALKA Media

Client

MoneyLion

Design Goal

Create a self-serve system enabling non-technical editors and writers to generate 1000+ 30–60 second branded videos in minutes—without video production skills or engineering support, while preserving editorial control and brand consistency.

Workflow Overview

A guided, modular workflow that translates written content into short-form video by treating narrative, imagery, motion, and assembly as independent components.

Each stage preserves editorial control while enabling regeneration without resetting the workflow, allowing non-technical editors to iterate on structure, tone, and visuals without creative or technical handoffs.

System Design

The system treats video production as a translation pipeline rather than a linear production process, breaking content into modular, regenerable components.

  1. Article Ingestion

Editors paste a blog URL or article text. The system automatically extracts key ideas and structures them into text-on-screen units optimized for silent viewing.

  1. Narrative Structuring

Editors review, edit, regenerate, or add captions cards. Each card functions as an independent unit, allowing granular control over pacing, emphasis, and tone.

  1. Visual Synthesis

Each caption generates its own visual concept. Editors preview and regenerate imagery shot-by-shot without resetting the workflow.

  1. Motion Generation & Brand Overlays

Visual concepts are animated into short video clips while users can choose from three branded overlay styles. Individual shots can be regenerated independently to refine composition, timing, or tone.

  1. Assembly

Modular clips are composed into a final branded video ready for download.

Results & Impact

  • Reduced video production time from hours to minutes

  • Supported a pilot target of 1,000 videos, cutting production costs by over 90%

  • Enabled editors to independently produce hundreds of videos without creative or technical support

  • Removed creative and technical handoffs from the workflow

  • Established a scalable foundation for future AI-assisted video systems

Reflection

This project reframed video production as a systems design problem rather than a content problem. I was able to focus on structure, constraints, and editorial control to enable creative output at scale.

Details

Role

System design, UI/UX design, prompt engineering, workflow architecture, creative direction, development/depoyment

Timeline

January 2026

Studio

MALKA Media

Client

MoneyLion