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RAG Development Services | Retrieval-Augmented Generation

RAG Development Services

Connect large language models to your data and get accurate, up-to-date answers your team can trust, with 2x faster access to the information they need.
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[ Services ]

Our Retrieval-Augmented Generation Development Services

Akveo builds Retrieval-Augmented Generation solutions that help you find accurate information faster by retrieving the right data from your documents, databases, and internal systems.

RAG Strategy & Consulting

We help you identify where RAG can bring the most value, assess your data sources and business needs, and define the accuracy and performance requirement for your RAG solution.

What you get:

  • RAG use case identification and prioritization
  • Data source and quality assessment
  • Retrieval and answer accuracy requirements
  • RAG architecture and implementation roadmap

RAG Architecture Development

We design scalable RAG architectures that connect your data sources, databases, LLMs, APIs, and user interfaces into an efficient AI solution.

What you get:

  • End-to-end RAG architecture
  • Retrieval mechanism design
  • Data source and integration architecture
  • LLM and API integration strategy

Enterprise Knowledge Base Development

We build AI-powered enterprise knowledge bases that organize your documents, policies, instructions, and technical documentation into a single source of trusted information.

What you get:

  • AI-powered enterprise knowledge bases
  • Automated document processing and indexing
  • Role-based access to business knowledge
  • Search and retrieval across enterprise content

RAG Chatbots and Conversational AI

Our team builds intelligent AI chatbot that let your teams interact with enterprise knowledge through natural, conversational interfaces.

What you get:

  • High-throughput AI chatbot architectures for massive data volumes
  • Private cloud or on-premise chatbot model deployments
  • Custom role-based access controls and audit logging
  • Continuous monitoring systems to track performance and API costs

LLM Integration

We connect LLMs to your business data and real-time information sources, helping them deliver accurate and up-to-date answers.

What you get:

  • LLM integration with enterprise data
  • Real-time data retrieval
  • Context-aware response generation
  • Secure API and data source integration

Retrieval Mechanism Design

We design the complete Retrieval-Augmented Generation pipeline to retrieve relevant information and generate accurate answers based on your business data.

What you get:

  • Semantic and hybrid retrieval
  • Context management and ranking
  • Relevant context assembly for LLMs
  • Response generation pipeline
[ Case Studies ]

See Our RAG Solutions in Action

Discover how we help organizations build RAG solutions and AI assistants that give teams easy access to business knowledge and make everyday workflows more efficient.

Finance
AI Development

Financial AI Assistant for WealthFluent

100% compliant

For WealthFluent, we built a financial AI assistant that explains financial data without crossing the line into regulated financial advice. We designed a hybrid architecture where AI handles the conversation, while a separate deterministic calculation engine handles all the math. This ensures the AI never invents numbers, giving users accurate, reliable financial data they can trust.

See more details
Automation
AI Development

Factory Copilot AI for Smart Manufacturing

50% faster data retrieval

For a manufacturing company, we built a factory AI copilot that brings together data from complex dashboards, SQL databases, REST APIs, and thousands of PDFs. The assistant retrieves relevant information from these disparate sources and delivers accurate, contextual insights, enabling the customer's team to get the information they need in seconds instead of minutes.

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[ Our Advantages ]

Why Akveo for RAG Development Services?

We combine RAG expertise, AI-accelerated development, and a proven delivery process to build trustworthy AI-powered solutions.

Lower Time-to-Market

We use AI-accelerated development and testing processes to build, validate, and launch RAG solutions faster without compromising quality.

Clear Process

We follow a structured approach from knowledge and data assessment and use case prioritization to solution architecture, RAG development, deployment, and scaling.

Senior-Level Expertise

The majority of our team are senior engineers with hands-on experience designing and building production-ready AI and RAG solutions.

Low AI Hallucinations

We design retrieval pipelines, context management, and LLM integrations to help your AI deliver relevant, accurate answers grounded in your business data.

Seamless User Experience

We build intuitive AI assistants and chatbots that make it easy for teams to search, explore, and interact with enterprise knowledge.

Optimization & Continuous Improvement

We monitor retrieval and answer quality, optimize performance and costs, and continuously improve your RAG solution as your data and business needs evolve.

Have a RAG Use Case in Mind?

We'll help you identify the right RAG approach and the most practical path to a production-ready solution.

Book a Call
[ Trusted by the Industry ]

The Proof Is in the Numbers

We turn fragmented business data into reliable RAG solutions that help teams find the right information faster, automating knowledge-intensive tasks.

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RightFirms Top Service Provider 2025 badge
Top Clutch Java Developers Austin 2026 award badge
97%
client recommendation rate
2x
faster access to business data
95%+
answer accuracy
[ Industries ]

RAG Development Services Tailored to Your Industry

We build RAG solutions tailored to your industry, adapting to its specific data, workflows, and requirements.

EdTech

Our team creates AI learning assistants that retrieve relevant information from course materials and knowledge bases to provide personalized support and help educators create more relevant learning experiences.

Manufacturing

We connect AI factory copilots to production data, IoT systems, dashboards, databases, and technical documentation, enabling operators to get instant answers about production KPIs.

Insurance

We build RAG solutions that bring together policies, claims documents, underwriting guidelines, and customer data, helping teams quickly find relevant information and streamline document-heavy workflows.

Fintech

Akveo develops AI assistants that retrieve and explain financial data from multiple sources, helping users access accurate, contextual information while keeping sensitive data protected.

Automotive

We build AI assistants that connect vehicle, service, inventory, and technical data, helping teams quickly retrieve information, support customers, and streamline dealership and fleet operations.

Energy

We develop RAG solutions that make complex technical documentation, operational data, and commercial contracts easier to search and understand, helping teams seamlessly find critical information.

Logistics

Our team connects AI assistants to shipment data, operational systems, documentation, and logistics databases, giving teams a faster way to find information and make data-driven decisions.

Healthcare

We build secure RAG solutions that help healthcare organizations search and work with clinical documentation, policies, and internal knowledge while maintaining strict data security and compliance.

[ Tech Stack ]

Our Tech Stack for RAG Development

We combine proven LLMs, retrieval technologies, and cloud infrastructure to build accurate, secure, and scalable RAG solutions.

LLMs & Foundation Models

OpenAI
Anthropic
Llama
Gemini
Hugging Face

RAG & AI Frameworks

LangChain
LangGraph
Semantic Kernel

Search & Retrieval

Azure AI Search
Vector databases
Semantic search
Hybrid retrieval

Cloud & Infrastructure

AWS
Azure
Google Cloud
Docker
Kubernetes
[ Partnership Models ]

Flexible Engagement Models for RAG Development

Choose the engagement that fits your AI needs.

AI Proof of Concept

Build a working product to validate your business idea, with production-level quality and a focused scope.

Timeline & Pricing: 4-6 weeks, typically $15K

Production Build

Build a complete, production-grade solution with robust access control and all necessary integrations built in.

Timeline & Pricing: 3-5 months, from $60K

AI-Augmented Engineers

Embed AI-enabled engineers into your team to accelerate delivery.

Timeline & Pricing: Onboarding in 1-2 weeks, monthly rate

Build Your RAG Solution With Akveo

Our senior AI engineers integrate with your team to build, optimize, and scale your RAG solution.

Let’s discuss
[ FAQ ]

Frequently Asked Questions

What Do Your RAG Development Services Include?

We cover the full RAG lifecycle, from data and knowledge assessment to architecture, retrieval pipeline development, LLM integration, deployment, and optimization.

What Data Sources Can You Connect to a RAG Solution?

We can connect RAG to documents, databases, APIs, knowledge bases, cloud storage, and other internal systems. We select the right retrieval approach based on your data and use case.

How Do You Improve RAG Accuracy?

We optimize data processing, chunking, embeddings, retrieval, ranking, context management, and prompts to improve the relevance and accuracy of generated answers.

Can RAG Work With Real-Time Data?

Yes. We can connect RAG solutions to APIs, databases, and other live data sources so answers reflect the latest available information.

[ Testimonials ]

Why Clients
Stay with Us

95% of our partners continue working with us beyond the initial scope and more than 70% stay with us for 2+ years.

Photo of Michael Bruns, Partner of PricewaterhouseCoopers (PwC)
A partner who thinks along with you
I’ve worked with Akveo on multiple small and large-scale projects over the last few years. Akveo is innovative, agile, and reliable. If you are looking for a development partner who thinks along with you, you will enjoy working with Akveo.
Michael Bruns
Partner, PwC
Photo of Gero Strobel, Head of Telematics & Connectivity, Erwin Hymer Group
Go on with Akveo. You won't regret it!
It`s already my second engagement of Akveo. Akveo is a straightforward company. They’re open for discussion, have innovative solutions, and they understand how to use and leverage them on the market and investing a lot in great open source products.
Gero Strobel
Head of Telematics & Connectivity, Erwin Hymer Group
Photo of Edgar Kussberg, CEO of Swiss Startup Tech
Strong partnership that fosters agile delivery of innovative solutions
Our cooperation with Akveo is the reliable foundation for delivering high quality solutions for our partners. Proactive mutual conversations on various topics around business, technology and innovation always bring fruitful opportunities for a strong long-term relationship.
Edgar Kussberg
CEO, Swiss Startup Tech
photo of Andrea Giuggioli, CTO of MySolution
Their approach is very professional and open-minded
They take care about what customer asks and they always try to give him attention and results. Even if, as in our case, the customer does not ask a "standard project" but only consultancy and support. Thanks to Akveo's outstanding consultancy services, the company will be able to launch its apps soon.
Andrea Giuggioli
CTO, MySolution

Ready to Build Your RAG Solution?

Turn your business data into accurate, accessible knowledge with a RAG solution built around your needs.
Dmitry Klim
Head of Growth
5900 Balcones Drive #21729, Austin, TX 78731
+1 (512) 921-9631