Generative AI | Product Strategy

Vead.ai: 1:1 Personalization at Scale

Real-time image generation eliminated manual content creation for 10,000+ product variants.

Vead.ai: 1:1 Personalization at Scale

Impact

1:1

Impact

Instant

Process

Impact

Personalization at scale, eliminating manual content creation for thousands of variants. Real-time rendering of product visuals based on live browsing behavior and intent.

Process

The challenge was to move beyond the traditional “recommendation block” and actually transform the content itself. We built a pipeline that merges user profile data with product features.

  1. Intent Analysis: Real-time tracking of user interactions.
  2. Prompt Engineering: Translating intent into generative parameters.
  3. Edge Delivery: Optimizing image generation latency for zero-lag experience.

Methods

  • Stable Diffusion
  • ControlNet
  • Python
  • FastAPI
  • AWS Lambda
  • Intent Mapping
Secondary Visual
Secondary Visual

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