What we deliver
We build production-grade RAG systems that go beyond simple demos. Our focus is on robust parsing, strict guardrails, and measurable accuracy improvements to ensure your AI works reliably with your internal data.
Domain retrieval, safe responses and production serving for your documents and data.
Retrieval over your data
+Search across files, databases, and APIs with robust parsing, chunking, and embeddings tailored to your domain.
Guardrails and safety
+Policies for PII handling, access control, and enforcement. We require citations and decline answers without sufficient sources.
Prompt and tool orchestration
+Orchestration to execute structured actions, workflows, and function calls based on user intent.
Document automation
+Automated generation of drafts such as KIDs, prospectuses, summaries, and citations with high accuracy.
Low latency serving
+Production-ready serving infrastructure with caching, tracing, usage analytics, and established SLOs.
Evaluation & Metrics
+rigorous testing with tricky evaluation sets, measuring precision at top-k, hallucination rates, and citation coverage.
Our Case Studies
Architecture at a glance
Ingest
+Connectors, parsing, and normalization of diverse data sources.
Index
+Embeddings, metadata extraction, filters, and freshness windows to keep data current.
Retrieve
+Hybrid search and reranking algorithms with strict score thresholds.
Generate
+Optimized prompts, templates, and function calls to guide model output.
Observe
+Feedback loops, red flags, metrics, and traces for continuous improvement.
When to use RAG
+Ideal when your corpus changes frequently, you need transparent citations, or want to reduce hallucination risk without heavy fine-tuning.
Use cases we implement most often
Real-world applications where our RAG systems deliver measurable results.
KID and Prospectus Generation
+Drafts and summaries from a controlled repository. Stats: ~60% time reduction for first drafts, p95 latency ~1.2s.
RFP and Tender Responses
+Responses based on references and internal policies. Stats: Drafting time reduced from 2 days to 3 hours with high accuracy.
Support and Compliance
+Answers with mandatory citations from procedures and registries. Stats: ~70% fewer incorrect answers after adding reranking.
Research Assistant
+Combines files, databases, and APIs with paragraph-level sources to provide comprehensive answers.
