Mahmud Sani - AI Automation | ContraWork by Mahmud Sani
Mahmud Sani

Mahmud Sani

AI Automation | Business Process Automation

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Abuja, Nigeria

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Abuja, Nigeria

Cover image for AI Knowledge Base (RAG) Chatbot Overview Developed
AI Knowledge Base (RAG) Chatbot Overview Developed a Retrieval-Augmented Generation (RAG) chatbot that indexes documents uploaded to Google Drive, stores them in a vector database, and answers user questions using the company's own knowledge. Business Value - Gives employees instant access to company information - Reduces time spent searching through documents - Improves the accuracy of AI responses - Makes internal knowledge easier to access Technologies n8n • Google Drive • Pinecone • Google Gemini Embeddings • OpenRouter • AI Agent
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Cover image for AI Customer Support Email Assistant Overview Built
AI Customer Support Email Assistant Overview Built an AI-powered email automation workflow that classifies incoming customer emails, retrieves relevant company knowledge from a vector database, and generates accurate responses before replying automatically. Business Value - Reduces customer response time - Automates repetitive support emails - Delivers more consistent customer service - Helps support teams focus on complex issues Technologies n8n • OpenAI • Pinecone • Gmail • AI Agent • RAG
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Cover image for AI Contact & Email Assistant Overview Created
AI Contact & Email Assistant Overview Created an AI assistant that retrieves contact information from Google Sheets and sends personalized emails based on user instructions while maintaining conversation context. Business Value - Automates repetitive email outreach - Speeds up communication with clients - Reduces manual data lookup - Saves time for sales and administrative teams Technologies n8n • OpenRouter • Gmail • Google Sheets • AI Agent • Memory
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Cover image for Overview Built an intelligent invoice processing
Overview Built an intelligent invoice processing workflow that monitors Google Drive for new invoice PDFs, extracts important information using AI, stores the data in Google Sheets, and automatically drafts and sends email notifications. Business Value - Eliminates manual invoice processing - Reduces data-entry errors - Speeds up accounting workflows - Improves operational efficiency Technologies n8n • Google Drive • Google Gemini • PDF Extraction • Google Sheets • Gmail
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