We take AI from demo to production: fine-tuned models, retrieval pipelines, and vision systems with the observability to keep them honest. Outcome: models serving traffic, not stuck in notebooks.
Fixed-scope capabilities inside ai integration — each one shippable, measurable, and yours to keep.
Domain-adapted models tuned on your data, served on cost-efficient inference with guardrails and fallbacks.
Chunking, embedding, and retrieval pipelines that ground answers in your knowledge base — with eval harnesses to prove it.
Detection, classification, and inspection workloads optimized for latency, from edge devices to batch processing.
Versioned datasets, reproducible training, drift detection, and rollback paths — so launches stay reliable.
No endless discovery. A tight engagement with a fixed bar.
Week 1–2: use-case audit and data readiness check — we kill bad ideas early, before you pay for them.
Fixed-scope pilot on one high-value workflow, instrumented with quality and cost metrics.
Production hardening: evals, red-teaming, rate limits, and a handover your team can operate.
We take four partners per quarter. Tell us where it hurts — we will tell you straight if we are a fit.