Do you build the platform or just an AI layer?+
Platforms first. We ship the portals, backends, marketplaces, and staffing systems operators run daily, then engineer AI layers on that foundation when the workflow needs it.
Do you build agentic AI and cloud ops?+
Yes — when the work needs it. We design tool-using agents and LangGraph-style orchestration with human approval where risk is high, and we deploy them on cloud behind NestJS services and AWS paths you own — not a chat demo.
When do you need an agent vs a workflow?+
Use a workflow when steps are known, repeatable, and mostly deterministic — confirmations, reminders, sync jobs, status updates. Use an agent when the system must choose tools, interpret messy input, or escalate with judgment — still with hard boundaries and human handoff. If you are unsure, start with the workflow on a real platform backend.
Do you start with discovery?+
Yes. A short conversation maps where work is stalling, then we recommend discovery, production engineering, an AI layer, or a launch package with clear scope before build.
Who owns the code and the handoff?+
You do. We deliver in your repos with documentation, deployment paths, and a clean handoff so your team can run and extend the system after launch.
Do you work on medical staffing systems?+
Yes. We build serverless staffing portals with NestJS APIs, multi-tenant access, and ATS integration patterns such as Bullhorn-style handoffs for US medical staffing operations.
Can you build systems that scale to large user bases?+
Yes. We design for the load you actually need — from internal ops tools with dozens of users to marketplaces and consumer products at hundreds of thousands or millions of users — using TypeScript, NestJS, and AWS patterns that grow without rewriting the core.
What stack and cloud do you usually ship on?+
Production backends and platforms on TypeScript, NestJS, Node.js, and PostgreSQL, typically on AWS (serverless, containers, or a mix). We meet you where you are on GCP or Azure when that is already the system of record.
How do you handle security and identity?+
Identity, access, and secrets are part of the build — SSO where required, least-privilege IAM, encrypted data paths, and reviewable deployment. We align with your compliance owners before shipping write access or sensitive AI flows.
How do rates and engagement work?+
Tell us the bottleneck and we will propose a scoped first milestone. Reach out via contact and we will match discovery, production engineering, or an AI layer to the work.