Modular Architecture

Microservice Independence

Each component of the system operates as an independent microservice, making it easy to update, replace, or scale individual parts without affecting the entire system. Design microservices, ad optimization microservices, website-generation microservices, and LLM- based text-generation microservices share only lightweight dependencies through well-defined APIs.

Integration with External Services

• Figma, Canva APIs: Enables direct layer manipulation, component creation, and brand-color injection for real-time template customization.

• Shopify API: Automates storefront creation, product listing, and website theme updates, leveraging dynamic content from Clever’s design output.

• Facebook Marketing API: Creates and manages ad sets, retrieving performance metrics (impressions, clicks, conversions) and feeding them into the Ad Optimization AI Agent for iterative improvements.

• LLM Services: Connections to hosted or on-prem LLM endpoints (OpenAI, Hugging Face transformers, or custom fine-tuned models) provide robust text-generation capabilities.

Future-Proof Expansion

• New or updated AI models (e.g., language-based models for copywriting, advanced generative design models for concept creation) can be integrated without rearchitecting the entire system.

• Additional services (e.g., LinkedIn Ads, Google Ads, or Pinterest) can be added through standardized modules that adhere to the same event-driven framework.

• Multi-modal foundation models (e.g., CLIP or Stable Diffusion-based pipelines) can be incorporated to further enhance image-text synergy.