Production-grade retrieval systems built on vector databases, knowledge graphs, and hybrid search — not just chained LLM prompts.
We meet you at your current maturity level and build a clear path forward — from foundational implementation to research-grade capability.
Every engagement ends with working software, documented systems, and a team that knows how to extend them.
Ingestion, embedding, indexing, retrieval and generation — fully wired and production-ready.
Precision, recall, latency, and faithfulness tracked continuously — not just at launch.
Optimized index configuration, payload filtering, and scaling strategy for your data volume.
Documented rationale for every chunking and embedding decision — so you can tune it later.
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