Advanced RAG Template for Enterprise & Institutions

Template
1
Template
by
Pavel Cermak

## Overview This template provides a comprehensive framework for AI agencies developing production-ready assistants for enterprise clients. It focuses on addressing common challenges in accuracy, cost management, and security. ## Key Features ### 1. Accuracy Enhancement - Utilizes advanced RAG techniques - Achieves 90-95% accuracy in real-world deployment - Includes query optimization and custom intent classification, tagging, metadata filters and much more ### 2. Cost Management - Implements token caching and direct API calls - Reduces operational costs by approximately 60% - Allows for scaling without proportional cost increases ### 3. Security and Compliance - Built-in GDPR compliance measures - User management system with daily limits and banning capabilities - Content protection including spam detection and off-topic filtering ### 4. Scalability and Reliability - Automated logging system - Error handling with fallback mechanisms - Daily reset of user restrictions ### 5. Data Integration - Automated website scraper for knowledge base population - Converts website content to Voiceflow tabular JSON KB format ### 6. Customization Options - Multilingual support - Customizable webchat styling - Flexible intent classification system ### 7. Implementation Resources - Voiceflow template - Python scraper script - Webchat code - Setup guide and video tutorial ## Potential Benefits for AI Agencies - Reduced development time for enterprise-grade assistants - Improved ability to meet strict enterprise security and accuracy requirements - More efficient resource allocation due to cost optimization features - Flexibility to adapt to various client needs across different sectors ## Real-World Application The template has been successfully deployed in a government setting - specifically for a city hall in Usti nad Labem region (Czech Republic) - https://www.kr-ustecky.cz It can handle thousands of daily interactions and aims to provide AI agencies with a robust starting point for developing assistants that can meet the demanding standards of enterprise and public sector clients.

Created:

September 27, 2024

Voiceflow APIs used:

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Created By
Pavel Cermak
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Overview
Template
by
Pavel Cermak

## Overview This template provides a comprehensive framework for AI agencies developing production-ready assistants for enterprise clients. It focuses on addressing common challenges in accuracy, cost management, and security. ## Key Features ### 1. Accuracy Enhancement - Utilizes advanced RAG techniques - Achieves 90-95% accuracy in real-world deployment - Includes query optimization and custom intent classification, tagging, metadata filters and much more ### 2. Cost Management - Implements token caching and direct API calls - Reduces operational costs by approximately 60% - Allows for scaling without proportional cost increases ### 3. Security and Compliance - Built-in GDPR compliance measures - User management system with daily limits and banning capabilities - Content protection including spam detection and off-topic filtering ### 4. Scalability and Reliability - Automated logging system - Error handling with fallback mechanisms - Daily reset of user restrictions ### 5. Data Integration - Automated website scraper for knowledge base population - Converts website content to Voiceflow tabular JSON KB format ### 6. Customization Options - Multilingual support - Customizable webchat styling - Flexible intent classification system ### 7. Implementation Resources - Voiceflow template - Python scraper script - Webchat code - Setup guide and video tutorial ## Potential Benefits for AI Agencies - Reduced development time for enterprise-grade assistants - Improved ability to meet strict enterprise security and accuracy requirements - More efficient resource allocation due to cost optimization features - Flexibility to adapt to various client needs across different sectors ## Real-World Application The template has been successfully deployed in a government setting - specifically for a city hall in Usti nad Labem region (Czech Republic) - https://www.kr-ustecky.cz It can handle thousands of daily interactions and aims to provide AI agencies with a robust starting point for developing assistants that can meet the demanding standards of enterprise and public sector clients.

Pavel Cermak
Based in
HypeDigitaly is the first AI agency in the Czech Republic to deliver a municipal AI chatbot, specializing in B2G solutions with a strong focus on accuracy (95%+ in RAG) and custom automated data handling. Since early 2024, we've successfully completed several governmental projects and continue to drive innovation in AI chatbot development and web data automation for public institutions.

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