AI-Native Systems, Built From First Principles
From unstructured data to intelligent reasoning agents — we build the information and logic layers of next-gen software.


From unstructured data to intelligent reasoning agents — we build the information and logic layers of next-gen software.
Whether you're building a research assistant over 200k documents, a healthcare billing copilot, or a legislative intelligence engine, we translate complexity into clarity.
Our process turns complexity into adaptive, real-world AI systems.
We start by aligning on goals, decisions, and outcomes—then model your domain using knowledge graphs, workflows, and intent structures.
We integrate RAG pipelines, multi-agent systems, and real-time data processing— creating a modular AI backend that understands, retrieves, and reasons.
We design intuitive copilot interfaces and tune domain behavior through real-world feedback, usage telemetry, and continuous refinement.
Custom software that reasons, adapts, and learns in your domain.
We craft structured knowledge graphs, ontologies, and data pipelines that form the foundation for accurate, contextual AI.
We design orchestrated agent systems that collaborate, reason, and make decisions— tailored to your workflows.
From prototypes to production interfaces, we build intuitive copilots tuned to your data, language, and users.
Get a glimpse of our work
Everything you need to know before engaging us.
We follow a privacy-first architecture: all data is encrypted in transit and at rest. You control where it’s stored and how it’s used — whether on Vercel, Supabase, or self-hosted infrastructure.
We specialize in intelligent systems: research copilots, multi-agent tools, healthcare assistants, civic apps, real-time insight platforms — anything that turns complex information into actionable output.
We typically kick off within 48 hours of alignment. You’ll have initial architecture diagrams, UX flows, and infra setup within the first week.
We offer both. You can engage us for fixed-scope builds or ongoing support, optimization, and scaling — whatever your roadmap requires.
Absolutely. We specialize in integrating LLM capabilities into existing systems — whether that’s a legacy CRM, data warehouse, or custom API suite.
Both. We support OpenAI, Anthropic, Mistral, and open weights via Ollama. We’ll choose what fits best based on your privacy, latency, and cost needs.
Drop us a message — we’ll respond quickly and thoughtfully.