RAG as architecture, not a feature
Retrieval-augmented generation treated as an architecture: ingestion, retrieval, evaluation and governance.
Where RAG earns its place.
Retrieval quality decides answer quality. Chunking, embeddings, hybrid search and reranking do more for accuracy than switching models — and permissions must survive the retrieval step.
Retrieval before generation
Most quality problems are search problems.
Permissions preserved
Users only retrieve what they may already read.
Freshness handled
Incremental ingestion keeps answers current.
What businesses use it for.
Internal knowledge search
Policy, product and process answers grounded in approved documents.
Customer self-service
Support answers with citations back to source content.
Analyst workflows
Question-answering across contracts, reports and case files.
What we do with it.
Ingestion pipelines
Parsing, chunking and incremental refresh across content sources.
- Document parsing
- Chunking strategy
- Incremental sync
Retrieval engineering
Hybrid search, reranking and metadata filtering tuned to your corpus.
- Vector and keyword hybrid
- Reranking
- Permission-aware filters
Evaluation and governance
Grounding checks, citations and audit trails.
- Retrieval evaluation
- Citation enforcement
- Access and audit logging
How delivery runs.
- Step 01
Assess
Understand the current state, constraints and the outcome that justifies the work. Current-state review · Requirements and success criteria · Costed target design
- Step 02
Build
Deliver in short increments with review points the business can act on. Incremental delivery · Automated testing · Documentation as we go
- Step 03
Operate
Monitor, support and hand over so the platform survives the project team. Monitoring and alerting · Runbooks and training · Optional managed support
What it sits alongside.
Storage and search
- pgvector
- Hybrid search
- Metadata filtering
Pipeline
- Parsers and OCR
- Chunking
- Embedding models
Assurance
- Groundedness evaluation
- Citations
- Audit logs
Where we apply it most.
Practices that deliver this work.
Where we deliver this.
- India
- KSA
- UAE
- Oman
- Qatar
- USA
- UK
Proof from comparable engagements.
Take the detail with you.
Lucidspire company profile
Capabilities, delivery model and engagement options in one document.
Questions we are asked first.
Ready to build with it?
Talk to us
Share your RAG brief
Tell us the outcome you need. We will come back with the approach, the shape of the team and the timeline.
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