Production AI systems, shipped for scale.

We engineer RAG pipelines, knowledge graphs, and data infrastructure that measurably move business metrics—not just demos.

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End-to-end AI infrastructure: from data pipelines to retrieval systems.

Knowledge that grows with you. Not another chatbot.

KEOS is our research framework for self-maintaining knowledge bases. It sits between your analysts and your data — making sense of what agents generate, keeping itself current, and letting humans verify every insight.

Triple-Layer Graph

Built on Resource, Semantic, and Assertion layers for structured data clarity.

Hybrid Retrieval

Reciprocal Rank Fusion (RRF) combining vector, graph, and SQL searches.

Tiered Extraction

Tiered extraction pipeline that reduces LLM indexing costs.

LLM Agnostic

No vendor lock-in. Swap models as the landscape evolves without rebuilding your knowledge base.

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Engineering AI that Works

From data infrastructure to GraphRAG, we deliver technical excellence across the entire machine learning lifecycle.

LLM Evaluation & Selection

Systematic benchmarking and model selection for production LLM systems. We evaluate what actually works for your use case, not what works in a demo.

Benchmarking & Selection
Cost-Accuracy Analysis
Regression Testing

AI Engineering

Production-ready AI systems built by engineers who understand both the model and the infrastructure. We ship RAG, agents, and custom models that work.

Multi-hop Reasoning
Self-Updating Graphs
Cross-document Synthesis

Knowledge Systems

Self-maintaining knowledge bases that capture what your agents and analysts discover. Built for verification, not black-box outputs.

Data Engineering

Reliable pipelines that power AI and analytics. We build infrastructure that doesn't break when your data grows.

AI Consulting

Technical roadmapping and architecture review from engineers who've shipped production systems. No generic advice.

Architecture Review
Stack Selection
Roadmap Planning

Sovereign AI Deployment

On-premise and air-gapped AI systems. Your data never leaves your infrastructure.

Air-Gapped Design
Local Model Deployment
Data Sovereignty

Dextar Labs

Where research meets
runtime.

Our Lab is a dedicated space for experimental AI architectures. We share early-stage prototypes, technical benchmarks, and deterministic approaches to complex data problems.

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Experimental Architectures

Deterministic Retrieval

Ready to build production AI systems?

Learn about our KEOS research or discuss your AI infrastructure needs with our team.

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