From document intelligence to operational diagnostics, we build production AI systems, host them, and manage them — so your team uses the tool, not operates it.
We combine hands-on AI engineering with the perspective of a former technology executive — so the systems we build are designed for operational reality, not AI theater.
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 a managed solution
2-3 weeks, fixed fee
We assess your documents, workflows, and use cases. You get a clear recommendation — build, buy, or wait — with an ROI case.
4-8 weeks, fixed scope
We build a working system for one use case, one document corpus, and one team with measurable success criteria.
Ongoing monthly
We host it, monitor it, support it, and improve it. You use it. Teams with internal AI ops capability can opt for full handoff instead.
We don't just build your system and leave. We host, monitor, and support it so your team focuses on the workflow, not on becoming an AI operations team.
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
You just got an AI mandate, a budget, and a review deadline. Here's how to turn that into a real project — starting with a wish list, not a requirements doc.
AI didn't just make smart applications possible — it collapsed the entire cost of building and running them. The problems your company has been living with because they were 'too small to fix' now pencil out. And not by a little.
Most companies know AI could help their operations team. Few know what that actually looks like in practice. We built a working example — from intake to resolution — to show what's possible today.
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