RAG Pipeline
Services
Advanced Retrieval-Augmented Generation Systems for Enterprise
Transform your data into intelligent responses with Google Cloud Vertex AI RAG Engine - combining large language models with your proprietary data for enterprise-ready AI systems
What We Deliver
End-to-end RAG pipeline components designed for enterprise scalability and performance
Document Processing
Intelligent ingestion and processing of PDFs, Word documents, spreadsheets, and web content with advanced chunking strategies.
Vector Search Engine
High-performance semantic search using state-of-the-art embedding models and vector databases.
LLM Integration
Seamless integration with leading language models for context-aware response generation.
Corporate Chatbots with Confluence
Intelligent conversational systems that transform internal Confluence documentation into AI assistants for employees.
Production Pipeline
Enterprise-ready RAG systems with monitoring, scaling, and continuous improvement.
Our RAG Technology Stack
Enterprise-grade technologies powering our advanced RAG solutions with best-in-class performance and reliability
Vector Databases
AI Frameworks
Google Cloud Platform
Other Cloud Technologies
AI Models
Evaluation & Monitoring
RAG Use Cases We've Built
Real-world RAG implementations delivering measurable business value across industries
Enterprise Knowledge Base
Internal documentation, policies, and procedures accessible through natural language queries, enabling instant knowledge discovery across organizational silos.
Customer Support AI
Automated support systems that provide accurate answers from product documentation and FAQs, reducing response times by 90% while maintaining high accuracy.
Research Assistant
Academic and business research tools that synthesize information from large document collections, accelerating research workflows and improving insights quality.
Legal Document Analysis
Contract analysis, legal research, and compliance checking systems that process complex legal documents with precision and speed, reducing manual review time.
🏗️ How We Build RAG Systems with Google Cloud Vertex AI
We leverage Google Cloud Vertex AI RAG Engine to build enterprise-ready RAG systems, following best practices and validated architectures from Google Cloud.
1. Data Ingestion with Vertex AI
Data intake from multiple sources using native Google Cloud connectors for seamless enterprise integration.
2. Data Transformation & Chunking
Data processing and transformation for optimal indexing with intelligent content structuring.
3. Embedding Generation
Semantic embeddings generation with Vertex AI models for advanced understanding and retrieval.
4. Vertex AI Vector Search Indexing
Creating optimized indexes with Vertex AI Vector Search for lightning-fast retrieval performance.
5. Intelligent Retrieval
Advanced contextual search with Vertex AI RAG Engine for precise information retrieval.
6. Response Generation
Response generation with Gemini and Vertex AI models for accurate, contextual answers.
🏢 Enterprise Capabilities with Google Cloud
Dialogflow CX Integration
Advanced conversational chatbots with Dialogflow CX for natural multi-turn experiences
Agent Builder & AgentSpace
Rapid AI agent construction with Google Cloud Agent Builder and deployment in AgentSpace
Vertex AI Playbooks
Automated workflows and playbooks for complex business processes
Enterprise Security
VPC-SC, CMEK encryption, IAM integration for enterprise security
Multi-Region Deployment
Deployment in us-central1, us-east4, europe-west3/4 for optimal latency
Monitoring & Observability
Cloud Monitoring, Logging, and Tracing for complete observability
Evaluation-Driven
Approach
We focus on rigorous evaluation of RAG systems, pioneering the development of proprietary metrics and techniques for measuring AI performance that deliver measurable business value.
RAGAS Framework
Advanced implementation of the RAGAS framework for automated RAG system evaluation with industry-leading precision.
Proprietary Evaluation Techniques
Internally developed algorithms for comprehensive RAG quality assessment that go beyond standard metrics.
Continuous Improvement Loop
Continuous improvement systems based on evaluation feedback for ever-evolving performance optimization.
Evaluation Dashboards
Visual interfaces for real-time RAG performance monitoring with actionable business intelligence.
Why Evaluation Is Critical?
Most RAG solution providers focus only on implementation. We go further with continuous evaluation that ensures long-term success:
EU AI Act Compliance Consulting
Navigate the EU Artificial Intelligence Act with confidence. CRIA provides comprehensive consulting services to help businesses understand, implement, and maintain compliance with Europe's groundbreaking AI regulations.
Our EU AI Act Compliance Services
Comprehensive consulting services covering all aspects of EU AI Act compliance
AI Risk Assessment & Classification
Comprehensive evaluation of your AI systems to determine risk categories under the EU AI Act.
Compliance Framework Implementation
End-to-end implementation of EU AI Act requirements tailored to your organization.
AI System Auditing & Monitoring
Continuous monitoring and auditing services to ensure ongoing compliance.
Staff Training & AI Literacy
Comprehensive training programs to ensure your team understands AI Act requirements.
Cross-Border Compliance Strategy
Navigate international AI regulations and ensure global compliance alignment.
AI Regulatory Sandbox Support
Guidance for participating in EU Member State AI regulatory sandboxes.
📅 EU AI Act Implementation Timeline
Key dates and milestones for EU AI Act compliance - plan ahead to ensure readiness
AI Act Entered into Force
The EU AI Act officially became law, starting the implementation countdown.
Prohibited AI Practices Ban
Unacceptable risk AI systems officially banned across the EU.
GPAI Model Obligations
General Purpose AI model providers must comply with systemic risk obligations.
High-Risk AI Compliance
All high-risk AI systems must meet full EU AI Act requirements.
Full Implementation
Complete EU AI Act enforcement across all AI system categories.
🏆 Your Trusted RAG Partner
Deep technical expertise combined with practical AI implementation experience
Specialized Expertise
Deep understanding of RAG architecture combined with practical AI implementation experience across industries
Technical Implementation
Not just consulting - we build the complete technical solutions needed for production-ready RAG systems
Global Perspective
Multi-cloud approach ensuring scalability and compliance across international markets and regulations
Business-First Approach
Compliance strategies that enhance rather than hinder your business objectives
Ready to Ensure EU AI Act Compliance?
Don't wait until deadlines approach. Start your compliance journey today with CRIA's expert guidance.
Ready to Build Your RAG Pipeline
with Google Cloud?
Let's discuss how we can transform your data into intelligent AI systems using Vertex AI RAG Engine and the Google Cloud ecosystem for enterprise-ready solutions.