Retrieval systems your users can actually trust
We build hybrid retrieval and LLM pipelines that answer from your data with citations — fast, accurate, and cheap enough to run at scale.
What you get
Data & retrieval audit
We inventory your structured and unstructured data and design the chunking, indexing, and hybrid search strategy to match.
Retrieval pipeline
Vector + keyword hybrid search with reranking, tuned on a golden set built from your real queries.
LLM orchestration
Model routing, prompt architecture, caching, and cost controls — the difference between a demo and a system you can afford to run.
Quality harness
Automated relevance and faithfulness evals so every index update and prompt change is measured, not guessed.
How it works
Audit
Data inventory, query analysis, and a golden evaluation set from real usage.
Pipeline
Hybrid retrieval with reranking, benchmarked against the golden set.
Integrate
API or in-product integration with citations, streaming, and access control.
Optimize
Latency and cost tuning: caching, routing, index compression.
Tools we reach for
Proof, not promises
Questions founders actually ask
Our data is a mess — spreadsheets, PDFs, a legacy database. Can you work with that?
That's the normal starting point. The Klebbix system we built unified structured database records and unstructured documents behind one retrieval layer. Cleaning and structuring the data pipeline is part of the work, not a prerequisite.
How do you prevent hallucinations?
Retrieval-grounded prompting with mandatory citations, faithfulness evals on every release, and refusal behavior when retrieval confidence is low. We measure hallucination rate — we don't just claim it's low.
Can this run in our cloud for compliance?
Yes. We deploy into your AWS/Azure/GCP account, support SSO integration, and can use your private model endpoints where required.
Ready to ship your AI product? Let's scope it together.
Book a free scoping call. You'll leave with a concrete plan, a realistic budget, and a working-prototype offer — whether you build with us or not.