AI Development
We design and ship LLM-powered capabilities with the reliability, observability, and governance enterprise teams expect.
Challenge
We design and ship LLM-powered capabilities with the reliability, observability, and governance enterprise teams expect.
Multi-model routing, fallbacks, and policy layers.
Embeddings, retrieval, and freshness pipelines.
Tool use, memory, and guardrailed autonomy.
Structured sprints from architecture to production release.
Token budgets, caching, and routing tuned to your traffic.
Human-in-the-loop flows, audit logs, and access controls built in.
Stack
TypeScript · Next.js · Python · PostgreSQL · Redis · AWS · Vercel · OpenAI · Anthropic
Proof
Fieldstone Health · Clinical Review Hub
Fieldstone unified chart review across three hospital networks. We delivered compliant indexing, approval workflows, and regional failover — production in two regions before system-wide cutover.
22 weeks · Phased regional rollout · Audit-ready trails on every approval step
Lumen Capital Markets · Risk Control Center
Sub-180ms decisions on $4.2B daily flow
Relay Financial · Relay Ops Automation
18 hours of manual work removed per team weekly
FAQ
Yes — when retrieval or prompting is insufficient we design fine-tuning with clear eval criteria and rollback paths.
Share what you are shipping. We respond within 24 hours with scope, senior team fit, and a clear timeline.
Direct line
Project inquiry
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Trusted by product leaders at scale
“From LLM architecture through evals and cost controls, they treated AI like production infrastructure — not a demo. Our desk went live in one release train.”