Knowledge Systems

RAG that retrieves the right thing, not just a thing.

Production-grade retrieval systems built on vector databases, knowledge graphs, and hybrid search — not just chained LLM prompts.

The progression

Start where you are.
Build toward the frontier.

We meet you at your current maturity level and build a clear path forward — from foundational implementation to research-grade capability.

01
Get retrieval working, fast

Naive RAG

  • Document ingestion & chunking pipelines
  • Embedding model selection & optimization
  • Vector DB setup (Qdrant, Weaviate, Chroma)
  • Basic similarity search interface
  • Retrieval quality baseline measurement
02
Retrieval that actually finds the right thing

Advanced RAG

  • Hybrid search (dense + sparse, BM25)
  • Reranking with cross-encoder models
  • Query expansion, HyDE & rewriting
  • Multi-hop & parent-child retrieval
  • Precision / recall evaluation framework
03
Retrieval that reasons, not just searches

Agentic RAG

  • Graph-enhanced retrieval (FalkorDB, Neo4j)
  • Dynamic tool selection & routing
  • Forward-looking active RAG (FLARE)
  • Self-correcting retrieval pipelines
  • Sub-500ms latency at 10M+ document scale
What you get

Shipped artifacts,
not slide decks.

Every engagement ends with working software, documented systems, and a team that knows how to extend them.

End-to-end retrieval pipeline

Ingestion, embedding, indexing, retrieval and generation — fully wired and production-ready.

Evaluation & observability layer

Precision, recall, latency, and faithfulness tracked continuously — not just at launch.

Vector DB deployment & tuning

Optimized index configuration, payload filtering, and scaling strategy for your data volume.

Chunking strategy documentation

Documented rationale for every chunking and embedding decision — so you can tune it later.

Ready to build?

Your Knowledge Systems stack
starts with one call.

Book a 30-minute strategy session. We'll map your specific opportunity in knowledge systems, identify the highest-leverage starting point, and tell you exactly what an engagement looks like.

Usually responds within 24 hours