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Research
Applied research on the messy edges of frontier models. We test, ablate, and ship only what beats the eval — no magical thinking, no benchmark theater.
r7labs is an applied AI lab. We research, develop, and deploy intelligent systems for teams across healthcare, finance, security, and beyond — AI that ships into real workflows, not slideware.
Applied research on the messy edges of frontier models. We test, ablate, and ship only what beats the eval — no magical thinking, no benchmark theater.
From notebook to API. Custom agents, retrieval pipelines, fine-tuned models, and multimodal systems built around your data and your constraints.
Production engineering for AI. Latency, cost, guardrails, observability — the unglamorous parts that turn a demo into a system you can bet on.
Long-term partnership. We become your AI team — running evals, monitoring drift, retraining models, and expanding capability as the frontier moves.
One week. We map the workflow, find the leverage point, and scope the smallest experiment that can prove the thesis.
Two weeks. Pick the model, build the eval set, ship a working slice end-to-end. Bring data, not slides.
Latency, cost, reliability, guardrails. The boring engineering that turns a notebook demo into a dependable system.
Continuous evals, drift monitoring, retraining loops. Most clients keep us as their AI team for the long haul.
We take on a small number of engagements each quarter — across healthcare, finance, security, and beyond. If your initiative sounds like a fit, drop us a line.
support@r7labs.io