How much does rag & knowledge systems cost in Dublin?

Project costs vary based on scope and complexity. Typical rag & knowledge systems projects range from $15,000 for MVPs to $250,000+ for enterprise platforms. Dublin's business environment offers cost advantages compared to coastal tech hubs. We provide a free consultation with a detailed quote.

What is your rag & knowledge systems process?

Our proven process includes: Data Audit → Pipeline Architecture → Indexing & Embedding → LLM Integration. Each phase has clear deliverables and stakeholder reviews, so Dublin businesses stay in control throughout the project.

What technologies do you use for rag & knowledge systems?

Our rag & knowledge systems stack includes Python, OpenAI, LangChain, Node.js, Next.js, TypeScript. We choose technologies based on your project requirements, team capabilities, and long-term maintainability — not trends.

Do you work with startups in Dublin?

Yes. We work with businesses of all sizes in Dublin — from pre-seed startups building MVPs to enterprises modernizing legacy systems. Our flexible engagement models scale to match your budget and timeline.

What is RAG (retrieval-augmented generation)?

RAG is a technique that combines a search/retrieval system with a large language model. When a user asks a question, the system first retrieves relevant documents from your knowledge base, then feeds them to an LLM to generate an accurate, grounded answer with citations. This dramatically reduces hallucination compared to using an LLM alone.

How much does a RAG system cost?

Simple RAG implementations (single data source, basic UI) start at $15,000–$30,000. Enterprise systems with multiple data sources, advanced retrieval, and custom UIs range from $40,000–$100,000. We scope based on your data volume, sources, and accuracy requirements.

RAG & Knowledge Systems Company in Dublin, IE

RAG & Knowledge Systems in Dublin, IE

ZTABS delivers professional rag & knowledge systems for Dublin businesses — including custom rag pipelines, enterprise knowledge bases, customer-facing ai search. Serving Enterprise SaaS, FinTech, Pharma Tech companies in Dublin, IE.

Start Your Project View Our Work

ZTABS provides rag & knowledge systems services in Dublin, IE — including custom rag pipelines, enterprise knowledge bases, customer-facing ai search, and more. We work with Dublin businesses across Enterprise SaaS, FinTech, Pharma Tech using technologies like Python, OpenAI, LangChain.Get a free consultation →

RAG & Knowledge Systems Capabilities for Dublin

Our rag & knowledge systems team delivers a full range of capabilities tailored to Dublin's Enterprise SaaS and FinTech sectors:

✓
Custom RAG Pipelines
Ingest, chunk, embed, and index your documents for fast, accurate retrieval with any LLM.
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Enterprise Knowledge Bases
Internal knowledge systems that let employees search across wikis, SOPs, contracts, and Slack history.
✓
Customer-Facing AI Search
Give your customers an AI assistant that answers product questions using your documentation and help center.
✓
Multi-Source Ingestion
Pull data from PDFs, web pages, databases, APIs, Google Drive, Notion, Confluence, and more.
✓
Citation & Source Tracking
Every answer includes source citations so users can verify and trust the information.
✓
Fine-Tuning & Evaluation
Continuously improve retrieval quality with evaluation frameworks, feedback loops, and reranking.

View all rag & knowledge systems capabilities →

Our RAG & Knowledge Systems Process

1Data Audit→2Pipeline Architecture→3Indexing & Embedding→4LLM Integration→5Testing & Evaluation→6Deployment & Iteration

Each phase includes clear deliverables and Dublin stakeholder reviews. See our full process →

Tech Stack for Dublin RAG & Knowledge Systems Projects

Python OpenAI LangChain Node.js Next.js TypeScript

See full technology details →

Why Dublin Businesses Choose ZTABS for RAG & Knowledge Systems

Dublin (Europe's tech and pharma headquarters hub, population 1.4 million) is home to thriving Enterprise SaaS, FinTech, Pharma Tech sectors — each with distinctrag & knowledge systems needs. Enterprise companies need CRM, collaboration, and infrastructure software at global scale. Fintechs require payment and compliance platforms for European operations. Pharma companies need clinical trial management, regulatory systems, and manufacturing software. Data center operators need facility management and connectivity platforms.

Dublin hosts the European headquarters of most major US tech companies (Google, Meta, Microsoft, Apple, Amazon) and major pharmaceutical firms. The city is a hub for enterprise SaaS, fintech, and data centers. The presence of global HQs creates a dense ecosystem of tech talent and service providers.

Favorable corporate tax regime attracts global HQs. English-speaking EU member with access to European talent. Strong university talent (Trinity, UCD) and immigration from across EU. Concentration of tech companies creates talent density and ecosystem effects. Ireland's IDA actively supports tech investment.

RAG & Knowledge Systems for Dublin's Key Industries

Each of Dublin's core sectors has specific rag & knowledge systems requirements. We build solutions tailored to these industry needs:

Enterprise SaaS

Dublin's enterprise saas companies need specialized rag & knowledge systems that addresses sector-specific compliance, integrations, and workflow requirements.

FinTech

Dublin's fintech companies need specialized rag & knowledge systems that addresses sector-specific compliance, integrations, and workflow requirements.

RAG & Knowledge Systems for FinTech →

Pharma Tech

Dublin's pharma tech companies need specialized rag & knowledge systems that addresses sector-specific compliance, integrations, and workflow requirements.

Data Centers

Dublin's data centers companies need specialized rag & knowledge systems that addresses sector-specific compliance, integrations, and workflow requirements.

How We Work With Dublin Businesses

Our distributed engineering team delivers the same quality and responsiveness as a local partner. Favorable corporate tax regime attracts global HQs. English-speaking EU member with access to European talent. Strong university talent (Trinity, UCD) and immigration from across EU. Concentration of tech companies creates talent density and ecosystem effects. Ireland's IDA actively supports tech investment.

Timezone-Aligned Availability

Our team schedules overlap with Dublin's your local time business hours for real-time standups, reviews, and demos.

Dedicated Project Manager

A single point of contact who understands your business context and Dublin's market.

Transparent Communication

Daily async updates, weekly video calls, and shared project boards keep you informed at every stage.

Built for Dublin's Industries

We understand Dublin's key sectors — Enterprise SaaS, FinTech, Pharma Tech — and build solutions tailored to their requirements.

Frequently Asked Questions

Common questions about rag & knowledge systems in Dublin

We offer end-to-end rag & knowledge systems for Dublin businesses: custom rag pipelines, enterprise knowledge bases, customer-facing ai search, multi-source ingestion. We use technologies like Python, OpenAI, LangChain to build solutions tailored to Dublin's key industries — Enterprise SaaS, FinTech, Pharma Tech.

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RAG & Knowledge Systems

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Python

Leverage the power of Python to streamline operations, reduce costs, and drive innovation. Our Python solutions enable businesses to enhance productivity and deliver results faster than ever.

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Leverage OpenAI technology to unlock actionable insights and drive efficiency across your organization. Enhance decision-making, reduce costs, and empower your teams with state-of-the-art AI solutions tailored for business growth.

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