This project is a modular, multilingual AI assistant that combines retrieval-augmented generation (RAG), knowledge graphs, and dynamic domain orchestration to deliver intelligent, contextual, and personalized responses. Users can interact through text or voice, with support for Indonesian and English. The system detects the user’s intent and domain—food, travel, marketplace, or general—then builds a context-rich prompt using the user’s preferences, recent behavior, and relevant documents retrieved via semantic search (FAISS). A Groq-hosted LLaMA model generates responses with fallback logic per domain. The assistant evolves with user interactions, stores feedback, and enables visual graph exploration for transparency.
8 Jul 2025
marketXminds AI-powered hybrid CRM and POS system enhances business decision-making, optimizes marketing, and improves customer retention with real-time insights. It integrates AI features like product recommendations, personalized pricing, customer segmentation, and churn predictions. Leveraging Meta's Llama 3.2 and Llama 3.1 models, the system combines edge and cloud-based AI to handle both low-latency and complex tasks. 2. Key Features a. Hybrid AI -Edge AI : Lightweight Llama 3.2 models (1B/3B) perform real-time tasks -Cloud AI, Complex tasks, such as large-scale data analysis and pricing optimization, are processed on cloud servers using Llama 3.2 models (11B/90B). b. Llama 3.2 Integration - CRM & POS Insights: Llama 3.2 models predict churn, recommend personalized pricing, and generate strategic business insights. - Real-time Inference: Ensures fast response on edge devices without relying heavily on network connectivity. c. CRM Features : Customer Segmentation & Recommendations, Dynamic Pricing & Promotions. - Customer Retention & Churn Prediction - Automated Campaign Management: Supports AI-driven marketing campaigns for better targeting and results. d. POS Integration - Personalized POS Flow: Offers personalized product recommendations, listings, and dynamic pricing . - Sustainability Incentives: Tracks eco-friendly purchases and rewards customers, while monitoring carbon footprints. e. Advanced Analytics & KPI Recommendations - Business Strategies: Llama 3.2 models analyze KPIs to generate actionable business strategies. - Dashboard: Visually displays KPIs and recommendations. f. Sustainability Insights - Tracking & Incentives: Monitors product carbon footprints and provides suggestions for reducing environmental impact. g. Sentiment Analysis & Follow-ups - Real-time Sentiment: Analyzes customer feedback for improved strategies. - Automated Follow-ups: Sends follow-up actions based on sentiment results.
20 Oct 2024
Paperia Overview: Paperia is a tool designed to digitize printed and handwritten documents (invoices, receipts, purchase orders, etc.) and integrate them into a record-keeping system. It automates the storage and organization of documents, linking them with other business software systems. Paperia provides standard and customizable reports, utilizes data analysis, charts, and dashboards to offer valuable business insights. Key Benefits: Efficiency: Reduces manual effort in document management. Accuracy: Minimizes errors through automation. Compliance: Helps maintain regulatory compliance. Decision-Making: Provides actionable insights for strategic decisions. Frontend: html,boostrap, jquery Backend:Flask and MySQLL). OCR and Data Extraction: Implement OCR (Optical Character Recognition) for digitizing printed and handwritten documents easyOCR. Integration: Ensure the system can integrate with other business software via APIs.
4 Jul 2024
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