Mawela-Mpho-Precious/Tender-Insight-Hub-Project

Smart tender discovery and readiness platform for South African SMEs — featuring AI document summarization, profile matching, and team collaboration. Built with FastAPI, SQL, and NoSQL. # 🌍 Tender Insight Hub **Tender Insight Hub** is a cloud-native SaaS platform that helps South African SMEs navigate public procurement opportunities. It simplifies tender documents, enables analysis, and helps companies assess their readiness to apply for tenders. The system supports team collaboration, AI-assisted insights, and multi-tier SaaS access. --- ## 🔗 Project Overview - Built with **FastAPI (Python)** for a modern, high-performance backend. - Uses **SQL (PostgreSQL/MySQL)** and **NoSQL (MongoDB/Redis)** databases for diverse data storage. - Operates as a **multi-tenant SaaS** with access managed per seat and pricing tier. - Designed to simulate a **production-grade, AI-driven platform** for real-world procurement analysis. --- ## 🚀 Core Features ### ✏️ 1. Keyword Search & Filtering - Search tenders using keywords (e.g., “road construction”, “security services”). - Backend fetches data from the **OCDS eTenders API**. - Apply filters by: - Province - Submission deadline - Buyer (organ of state) - Budget range - Results are re-ranked based on relevance after filters are applied. --- ### 🧑‍💼 2. Company Profile Management - Each team must create a **Company Profile** during registration. - Fields include: - Industry sector - Services provided - Certifications (e.g., CIDB, BBBEE) - Geographic coverage - Years of experience - Contact information - Profiles are editable and used for readiness scoring and filtering. --- ### 🧬 3. Tender Document Summarization (AI Integration) - Extracts text from uploaded tender documents (PDF/ZIP). - Uses **AI models** (e.g., HuggingFace Transformers or LLMs) for summarization. - Summaries highlight: - Objective - Scope - Deadlines - Eligibility criteria - Other relevant details as defined by design. --- ### 💡 4. Readiness Scoring & Suitability Check - “Match This Tender” compares tender requirements with the company profile. - Output includes: - **Suitability Score (0–100)** - **Checklist** (e.g., “CIDB: YES”, “Ope …