QuickDocs
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Overview
Businesses store vast unstructured documents in places like Google Drive, making it hard and time-consuming to find specific info—leading to manual searches, errors, and lost productivity.
Used a no-code n8n workflow to automate document ingestion from Google Drive, embed chunks in Supabase with OpenAI, rerank for accuracy via Cohere, and provide instant, sourced Q&A answers—turning files into a smart knowledge tool.
Research
Research showed that teams struggle to quickly find answers in scattered business documents. This highlighted a need for a simple, automated way to search and access key information.
Results
Reduced document search time by 50% for teams, enabling faster decision-making and higher productivity.
Achieved over 95% text extraction accuracy and 92% question response accuracy, enabling more reliable knowledge retrieval for users




