AdVocate - AI-Powered Ad Generator

AdVocate is an AI-powered platform that automates the creation of marketing research and advertisements using Claude AI, LangGraph, and Stable Diffusion. It employs specialized AI agents to streamline market analysis, strategy development, and content generation.

Key Features #

Intelligent Agent Architecture #

• Research Agent: Conducts automated market research using Claude AI
• Marketing Agent: Develops comprehensive marketing strategies with LangGraph
• Ad Generator: Creates engaging ad content and visuals using Stable Diffusion

Technical Capabilities #

• Automated Market Research: In-depth market analysis and competitor research
• AI-Driven Marketing Strategies: Data-driven campaign planning and audience profiling
• Multi-Modal Content Generation: Text and visual content creation in one platform
• Workflow Orchestration: LangGraph-powered agent coordination for seamless operations

Technical Implementation #

Backend Architecture #

• FastAPI-based microservices for scalability
• Asynchronous processing for real-time content generation
• Redis caching layer for optimized performance

AI Integration #

• Multi-agent system for diverse content creation
• RAG (Retrieval-Augmented Generation) for brand consistency
• Prompt engineering for targeted messaging

Cost Optimization #

Implemented a sophisticated caching mechanism that:

• Reduces redundant API calls by 60%
• Maintains content quality and relevance
• Provides instant responses for frequently requested content types

Impact & Results #

• Time Savings: Reduced campaign creation time from hours to minutes
• Cost Efficiency: 60% reduction in API costs through intelligent caching
• Scalability: Architecture supports enterprise-level deployment
• User Experience: Intuitive interface with real-time preview capabilities

Technologies Used #

AI & ML: Azure OpenAI, LangChain, ChromaDB

Backend: FastAPI, Redis, PostgreSQL

Infrastructure: Docker, Azure Cloud, GitHub Actions