Applied AI infrastructure

Reliable AI systems,
built to run in production.

We design and operate the unglamorous layer behind AI products: model serving, evaluation pipelines and the data plumbing that keeps them honest.

Inference serving

Low-latency endpoints with sensible batching, caching and graceful degradation when a provider goes sideways.

Evaluation

Repeatable test suites and regression gates so a prompt tweak never silently breaks a workflow you shipped last quarter.

Data pipelines

Ingestion, cleaning and retrieval stores that stay predictable as volume grows and schemas drift.

Small team, narrow focus

We take on a handful of engagements at a time. Every project starts with a short technical audit, and we tell you plainly when the honest answer is “you do not need us for this”.