RAG (Retrieval-Augmented Generation) Development
LLM answers grounded in YOUR data, with citations. No hallucinations, no generic responses.
Generative AI
- Timeline 3–6 weeks for an MVP RAG, 8–14 weeks for permission-aware enterprise RAG.
- Built On Pinecone, Weaviate, pgvector / Qdrant, LangChain / LlamaIndex
- Worldwide delivery · 60+ countries served
In short
What is Dictode's RAG (Retrieval-Augmented Generation) Development service?
LLM answers grounded in YOUR data, with citations. No hallucinations, no generic responses. Production-grade RAG pipelines that ground LLMs in your private documents, databases and knowledge bases — accurate, citation-backed and hallucination-resistant. Discovery to deployment is included, with observability from day one. Typical timeline: 3–6 weeks for an MVP RAG, 8–14 weeks for permission-aware enterprise RAG.
Who This Service Is For
If any of these sound like your team, this is the right service.
What You Get With RAG (Retrieval-Augmented Generation) Development
Multi-source ingestion (PDFs, Word, Confluence, Notion, SharePoint, S3, databases)
Smart chunking + embedding strategies
Hybrid search (semantic + keyword + reranker)
Citation generation with source links
Permission-aware retrieval (only show what user can see)
Eval framework to measure accuracy + recall
Built On Production-Hardened Tech
The exact tooling we use on these projects — picked for stability, not novelty.
Our Engagement Process
From first conversation to live production, here is how a Dictode project runs.
Delivery timeline
- Discovery & data audit — 1 week
- Proof of concept on your data — 3–5 weeks
- Production build & cutover — 8–14 weeks
- Evaluation & optimization — ongoing
Discovery call
30-minute free call to understand your goals, current systems and constraints. No sales pitch.
Proposal in 24h
Written scope, milestones, timeline and pricing — fixed-price or T&M, your choice.
Architecture + design
We share the architecture, prompts, data flow and design system before writing production code.
Iterative delivery
Weekly working demos. Production-ready code from sprint one, not just at the end.
Launch + observability
Cost monitoring, error tracking, evals and alerts in place from day one of production.
Ongoing optimization
We stay with you — tuning prompts, adding capabilities, optimizing costs as usage grows.
Frequently Asked Questions
What is included in Dictode's RAG (Retrieval-Augmented Generation) Development service?
Production-grade RAG pipelines that ground LLMs in your private documents, databases and knowledge bases — accurate, citation-backed and hallucination-resistant. Engagements include discovery, architecture, development, testing, deployment, observability and ongoing optimization.
How long does a typical project take?
3–6 weeks for an MVP RAG, 8–14 weeks for permission-aware enterprise RAG. You will get a transparent proposal with milestones and pricing within 24 hours of your discovery call.
Which technologies does Dictode use?
Our stack includes Pinecone, Weaviate, pgvector / Qdrant, LangChain / LlamaIndex, OpenAI / Cohere embeddings, Anthropic Claude, Reranker models (Cohere, Voyage). We pick the right tool for your use case, not whatever is trending.
Does Dictode work with clients worldwide?
Yes. We deliver these projects in 60+ countries across North America, Europe, the UK, the Middle East, Africa, APAC, ANZ, India and Latin America. We bill in any major currency and run 24/7 follow-the-sun support.
What does RAG (Retrieval-Augmented Generation) Development cost?
Pricing depends on scope, integrations and the model / infrastructure you choose. We share a transparent fixed-price or T&M proposal within 24 hours of your discovery call — no hidden costs, no surprise invoices.
Can it integrate with our existing systems?
Yes. We integrate with your existing CRM, ERP, helpdesk, knowledge base, databases, email, Slack, Teams, WhatsApp and 5,000+ apps via REST, GraphQL and Zapier / Make / n8n connectors.
Other AI & Development Services
Building something different? We deliver these too.
Ready to ship RAG Pipelines?
Free 30-minute discovery call. Written proposal in 24 hours. Production-grade code, every time.