RAG Development Sub-ServicesUnlock Your PrivateData with LLMs
PragetX specializes in developing Retrieval-Augmented Generation (RAG) solutions that bridge the gap between powerful Large Language Models (LLMs) and your specific, proprietary data.
Our RAG Development Sub-Services
Provide robust Retrieval Augmented Generation systems that connect LLMs to your unique data for enhanced accuracy and context
Knowledge Integration
Connect LLMs to your unique datasets, including documents and databases, using advanced retrieval techniques to ensure information accuracy and seamless integration with LLM applications.
- Advanced Retrieval
- Data Accuracy
- Seamless Integration
Document Q&A
Enable natural language questions on documents to receive precise, content-based answers while leveraging advanced retrieval techniques for accuracy and relevance.
- Natural Queries
- Precise Answers
- Easy Integration
Search Enhancement
Augment keyword search with semantic understanding to deliver contextual information discovery by applying advanced retrieval methods ensuring accuracy and relevance.
- Semantic Search
- Context Discovery
- Enhanced Accuracy
Chatbot Grounding
Improve chatbot reliability by ensuring responses are based on verified company information through advanced retrieval techniques for accurate and context-aware interactions.
- Verified Responses
- Accurate Info
- Chat Integration
Our RAG Implementation Process
Our systematic approach ensures robust and effective RAG systems tailored to your data
Strategic Data Foundation
We meticulously identify your key knowledge sources and define the optimal structure for your RAG system.
Collaborate to identify key knowledge sources (documents, DBs, APIs)
Define the scope and structure of the knowledge base
Outline data governance and update strategies
Ensure alignment with your specific business objectives
Data Ingestion & Preparation
We extract, clean, and prepare your diverse data formats, making them ready for intelligent processing and embedding.
Extract content from PDFs, HTML, databases, and more
Utilize OCR for image-based text extraction
Clean, chunk, and preprocess text for embedding
Leverage tools like unstructured.io for complex files
Embedding & Vectorization
We select optimal embedding models and transform your data into searchable vectors, stored efficiently for rapid access.
Choose embedding models (e.g., Sentence-BERT, OpenAI, custom)
Generate high-quality vector embeddings for data chunks
Configure vector databases (Pinecone, FAISS, etc.)
Index vectors for efficient similarity search
Retrieval & LLM Orchestration
We design intelligent retrieval strategies and integrate them seamlessly with LLMs, orchestrating the end-to-end RAG pipeline.
Define search, filtering, and re-ranking strategies
Craft prompts for accurate, context-based synthesis
Integrate retrieval with chosen LLM (e.g., GPT-4, Claude)
Build pipeline with LangChain, LlamaIndex, etc.
Rigorous Validation & Iteration
We thoroughly test and evaluate the system’s performance, iteratively refining components to achieve accuracy and relevance.
Test against benchmarks and curated queries
Evaluate factual accuracy and relevance
Refine chunking, embeddings, and prompting strategies
Assess robustness, speed, and scalability
Deployment & Continuous Improvement
We deploy your RAG system and establish ongoing monitoring to ensure sustained performance and future enhancements.
Deploy to your preferred environment
Monitor performance, drift, and usage metrics
Plan for knowledge base updates and retraining
Enable continuous optimization and scaling
Tools and Technologies We Use
We employ a comprehensive suite of tools for building high-performance RAG systems
Orchestration Frameworks
Backend Frameworks
Programming Languages
Cloud Platforms
Embedding Models
LLMs
Vector Databases
Data Processing & Extraction
Why Choose PragetX for RAG Development?
Unlock Proprietary Data
Securely leverage your internal documents and data with LLMs without exposing sensitive information during model training.
Enhanced Accuracy & Reduced Hallucinations
Ground LLM responses in factual, verifiable information from your knowledge base to significantly improve reliability.
Contextual Relevance
Deliver answers precisely aligned with user queries, using insights grounded in your organization’s unique data.
Up-to-Date Information
Keep your AI current by updating your knowledge base without the need to retrain the entire model.
Cost-Effective
Reduce costs compared to fine-tuning large-scale LLMs, while maintaining high performance and relevance.
Expertise in Data Pipelines
Leverage our experience in building robust ingestion, processing, and vectorization pipelines essential for scalable RAG solutions.
End-to-End Service
From data collection to model deployment, we provide full-stack RAG integration with streamlined management.
Future-Proof Innovation
Embrace the latest AI and RAG advancements with scalable, adaptable solutions built on cutting-edge frameworks.
Our RAG Projects & Case Studies
Website Assistant with RAG
Website Assistant Using RAG and LLMs
Built a smart website chatbot that uses Retrieval-Augmented Generation (RAG) to provide real-time, contextual responses based on website content. Combines scraping, vector search, and conversational UX to enhance navigation and user engagement.
AI Agent Platform
AI Agent Platform with Voice and RAG-Powered Memory
Developed a multilingual voice-enabled AI agent platform supporting long-form personalized conversations. Integrated speech tech, LLMs, and memory-driven RAG systems for persona management and dynamic context handling.
AI Presentation Generator
RAG-Based AI Presentation Generator
A serverless AI-powered tool that creates branded, audience-aware presentations using RAG-enhanced input understanding. Supports real-time layout optimization and enforces design compliance at enterprise scale.
Industries Transforming with AI
Discover how artificial intelligence is revolutionizing operations and creating new opportunities across various sectors.
Customer Service & Support
Sales & Lead Generation
Marketing & Content Creation
E-commerce
Wall of Trust!!!
Our work speaks for itself. Take a look why our clients love team PragetX. They are not just our customers, but they are part of one large extended family.
PragetX has provided expertise and professional project management on high level.Design, Build, Implementation, UAT done as requested.Issue Fixing after UAT was done very fast.The team delivered exceeding quality, on time with perfect communication skills.We are planning further projects with the company.
Highly recommend. I think their strong point is communication. They do follow you in your project and that is priceless. We hired this agency for a redesign of a corporate site in europe. They work on budget and deliver on time. Thanks
We came across Pragtex through one of our Devloper first to fix some IOS related Bugs but over a period of time based on our interaction with the team we found them very skilled, proactive, professional, agile, and open to discussing issues to find the right solutions economically.
Team was professional and understood the requirements well. They were responsive and deliver the app as I desired. Surely recommended to you.
Pragetx Softwares has successfully launched the app and made it available for users to download. The team works hard to achieve milestones and promptly addresses any queries, concerns, or requests. Moreover, they're very receptive to feedback, personable, and flexible in making changes.
Pragetx Softwares's output received excellent reviews during the test phase. They conducted online meetings to ensure a smooth project. Their commitment to achieving the best results was impressive.
Not only did Pragetx Softwares execute their tasks well and on time, but they also provided reliable consulting support and were always available to help. The team exhibited a high level of attention to detail and a genuine dedication to delivering accurate, high-quality work.
Pragetx Softwares helped the client automate their sales process and streamline their team and order management. The team delivered the items on time without compromising the quality. Their attentiveness, value for money, and prompt responsiveness were key elements of their work.
