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RAG Systems

Retrieval-Augmented Generation pipelines that ground AI responses in your actual data for accurate, trustworthy answers.

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Why Choose This Service

1

Grounded Answers

AI responses backed by your actual documents, databases, and knowledge — no hallucinations, no made-up facts.

2

Source Citations

Every answer includes references to the exact documents and passages used, so users can verify and explore further.

3

Real-Time Updates

New documents are indexed automatically, keeping the AI's knowledge current without retraining or manual updates.

4

Secure Data Handling

Your data stays in your infrastructure. We support on-premise deployments and private cloud setups for sensitive information.

Nasıl Çalışıyoruz

1

Data Assessment

We analyze your document corpus — PDFs, databases, wikis, emails — to design the optimal chunking and embedding strategy.

2

Pipeline Development

Build the ingestion pipeline, vector database, retrieval logic, and response generation with quality evaluation metrics.

3

Integration & Tuning

Connect to your applications, fine-tune retrieval quality, and set up automated ingestion for new content.

Teknoloji Altyapımız

Python
LangChain
pgvector
Pinecone
OpenAI

Frequently Asked Questions

What types of documents can RAG process?

PDFs, Word documents, web pages, Markdown, plain text, database records, emails, Confluence wikis, and more. We build custom parsers for proprietary formats when needed.

How is RAG different from fine-tuning a model?

RAG retrieves information at query time from your current data, while fine-tuning bakes knowledge into the model at training time. RAG is cheaper, faster to update, and provides source citations. Fine-tuning is better for teaching the model new behaviors or styles.

Can RAG work with private, sensitive data?

Yes. We deploy RAG systems on your own infrastructure or private cloud. Your documents never leave your control. We also implement access controls so users only see information they are authorized to access.

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