From document intelligence to operational diagnostics, we build AI systems backed by evidence — not guesswork. No slide decks — we write the code.
Teams where critical knowledge is trapped in documents, data systems, or experts' heads
Pharma, medical device, and manufacturing teams navigating complex compliance documentation.
Teams managing SOPs, work instructions, and quality systems where consistent answers matter.
Teams diagnosing equipment issues from telemetry, event logs, and operational data — where faster diagnosis means fewer site visits.
Organizations where critical knowledge lives in documents, data systems, and experienced people's heads.
A clear path from first conversation to production system
2-3 weeks, fixed fee
We assess your documents, workflows, and use cases to determine the best path forward.
4-8 weeks, fixed scope
We build a working system for one use case, one document corpus, and one team with measurable success criteria.
Your choice
We deploy to production and hand off completely — or stay on to optimize and expand. Your team, your call.
No slide decks, no hand-offs. We build production systems and deploy them. Strategy firms advise — we deliver working software.
Our systems enforce evidence at the architecture level — whether that's citing a document section or referencing specific events from an equipment log.
Logging, confidence scoring, evaluation suites, and audit trails. Designed for teams where mistakes are expensive and provenance matters.
Practical perspectives on production AI systems
Most RAG systems answer questions about one document corpus. We built one that reasons across two — FDA warning letters and internal quality documents — simultaneously. Here's the architecture and why it matters.
Most agent frameworks hide what's happening inside. Agent Arena makes everything visible — tools, memory, decisions, failures. Here's how we remove the magic.
Agent Arena runs on Godot, a real game engine. Here's why we made that choice — and why deterministic simulation is essential for learning agentic AI.
Searching documents, diagnosing equipment, reviewing compliance gaps — tell us what's slowing things down. We'll give you an honest take on whether AI can help.
Describe Your Challenge