We design and deploy high-stakes AI systems for organizations that need certainty over output, control over risk, and systems that actually work in production.
We build systems that reason, verify, and adapt — engineered for environments where failure is not an option. Our work spans the full lifecycle of intelligent software, from design through deployment.
Ensure your AI systems behave correctly, consistently, and predictably before they reach production. We design rigorous evaluation frameworks that catch failures traditional testing misses — enabling confident deployment at scale.
Turn proprietary data, legacy documents, and expert know-how into operational intelligence. We build knowledge architectures that retrieve, synthesize, and reason over your domain — without leaking what makes you competitive.
From workflow automation to decision-support agents, we design and deploy purpose-built systems that fit your existing infrastructure. No platform lock-in. No black boxes. Systems that earn their keep.
Define the guardrails, controls, and oversight frameworks that let you adopt AI without accepting unacceptable risk. We help organizations stay compliant, auditable, and aligned with their own values.
Automate the review, generation, and monitoring of contracts and regulatory documents with structured intelligence that understands nuance — not just keywords. Reduce cycle time without reducing rigor.
Build trust into your data pipelines with immutable lineage tracking, integrity verification, and audit-ready provenance systems. Know where every input came from, how it was transformed, and what it means.
We do not ship experiments. We deliver production systems, backed by a repeatable process built on first principles and field experience.
Understand the problem, the domain, and the constraints before writing a line of code.
Architect systems for safety, observability, and adaptability from the ground up.
Iterate fast with continuous validation — not just against specs but against real edge cases.
Stress-test every layer before handoff. We stay until the system is stable in your environment.
We work with a small number of clients at a time. If you have a problem that demands rigorous thinking and disciplined engineering, we should talk.
Boutique consultancy specializing in high-stakes intelligent systems. Based in the United States. Available for direct engagements, advisory, and partnership.