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
Explore how our AI solutions have transformed businesses across industries, delivering measurable results and competitive advantages.
Website Assistant Using RAG and LLMs
Built a chatbot leveraging Retrieval-Augmented Generation (RAG) to deliver accurate, real-time responses using website content. Combined web scraping, vector databases, and LLMs to create a smart assistant for enhanced site navigation.
- Integrated web scraping, FAISS vector DB, and LLMs for contextual answers.
- Used LangChain for modular chatbot orchestration and scalability.
- Enabled real-time user support and boosted site engagement.
- Delivered natural, conversational UX for navigating complex content.
AI Agent Platform with Voice and RAG-Powered Memory
Developed a multilingual, voice-based AI agent platform combining LLMs, speech technology, and memory-driven dialogue powered by RAG. Designed for long-form, personalized conversations with dynamic persona control.
- Integrated STT/TTS, voice cloning, and multilingual NLP.
- Used RAG and vector search for context-rich memory recall.
- Scalable platform with real-time optimization and API access.
- Enabled dynamic user context and persona management.
RAG-Based AI Presentation Generator
Delivered a serverless AI tool that creates tailored presentations using user inputs and RAG-enhanced knowledge understanding. Supports brand guidelines and audience-specific layouts with minimal effort.
- Auto-generates presentations using LLMs, LangChain, and Chroma DB.
- Applies audience profiling for content personalization.
- Uses AWS serverless stack for performance and scalability.
- Ensures consistent visuals and optimized layouts in real-time.
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.
Pragetx Softwares PVT LTD successfully completed the project.They had an excellent workflow, which helped them deliver the project on time.Overall, the client was impressed with their team's solidarity.
The task I gave them was done precisely with all of my requirements and they did a fantastic job. They also kept me updated on every step of my work process. The team and the head of the team was very humble and friendly and they helped me in better understanding the scope of the modules than what I anticipated. I would personally recommend them further to the people who are looking for similar kind of services.
I worked with multiple people at PragetX and found them to be professional and flexible on requirements.I would definitely recommend them for startups who are looking at getting things done quickly in a cost effective manner.
The team is very cooperative and delivers good quality work on time.They are receptive to feedback.Overall it was a very good experience working with them.Would surely reccommend them to other organisations.
Impressed the client by how they proactively asked for design inputs and other questions on how to move ahead, enabling them to deliver quality outputs.They also facilitated an excellent workflow between both teams. Overall, the client had a good experience.
Team PragetX is helping us with creatives for our gourmet ice- cream business in Hyderabad.PragetX team has assigned dedicated resources to work on our project and we can directly interact with their team members for faster and accurate delivery of creatives.Among all the social media marketing services companies we found that PragetX is very competitive and pocket friendly.Hawte Madhapur team will highly recommend PragetX who is out looking for Social Media services.
Team was professional and understood the requirements well. They were responsive and deliver the app as I desired. Surely recommended to you.
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