RAG & LLM Integration Singapore
Retrieval-Augmented Generation that grounds GPT, Gemini and Claude in your private knowledge base — accurate answers, cited sources, zero hallucinations.
What is rag & llm integration in Singapore?
RAG & LLM Integration is a focused engagement that delivers measurable business outcomes for Singapore SMEs and enterprise. We start every project as consultants — understanding your customers, your operations and your commercial goals — before recommending any technology or vendor.
Most Singapore organisations have already invested in tools that under-deliver because the underlying strategy was never set. RAG & LLM Integration from Oasis is built on a Discovery-first model that protects your investment and ties every deliverable to a real business KPI.
Our consultants are PDPA-certified and TÜV SÜD-trained, so compliance, governance and audit-readiness are part of the build — not an afterthought bolted on at go-live.
of digital initiatives fail to deliver projected business outcomes — usually because strategy was skipped.
Everything You Need, Nothing You Don't.
Knowledge Audit
Map sources — Confluence, SharePoint, Drive, PDFs, databases.
Chunking Strategy
Optimal chunk size, overlap and metadata for your document types.
Embedding Pipeline
OpenAI, Voyage or Cohere embeddings with re-indexing automation.
Vector Store
Pinecone, Weaviate, Qdrant or pgvector — chosen for cost and scale.
Hybrid Retrieval
BM25 + vector + reranker for higher precision than pure vector.
Citation UI
Every answer linked to source document and page number.
Eval Harness
Golden-set Q&A regression tests on every model or prompt change.
Access Control
Document-level ACLs so users only retrieve what they're allowed to see.
A Proven 5-Step Approach.
Discover
Workshop to map your goals, customers and constraints.
Plan
Scope, sequencing, architecture and acceptance criteria locked.
Design
Solution design with iterative client review and sign-off.
Build & Test
Agile delivery with QA, security and performance testing.
Launch
Go-live with training, monitoring and 30-day hypercare.
Built on Certified Foundations.
- 16 years building digital products in Singapore
- 100+ projects delivered for SMEs and enterprise
- Featured twice on Channel NewsAsia
- Vendor-neutral · grant-aware · PDPA-compliant
"We consult first, build second. Sixteen years in Singapore, certified by PDPA, TÜV SÜD, AIActTPro and ESG Practitioner — we represent your interests, not a vendor's."
Frequently Asked Questions
Ready to Get Started?
Talk to our certified consultants about your project. No commitment. No hard sell. Just honest advice.