We build GPT-powered apps end-to-end and connect them to real business systems via MCP — securely, reliably, and fast.
The key is not “chat”. The key is an app that can safely use your existing backend: APIs, databases, internal services, CRM/ERP, and workflows — with solid integration and observability.
Product discovery, architecture, UI/UX, implementation, deployment, and ongoing iterations — shipped as a real product, not a demo.
We implement MCP servers/tools around your systems and make them usable by GPT apps: clean contracts, consistent schemas, versioning, and safe execution.
We don’t rewrite your business. We wrap and adapt what you already have (REST/GraphQL, DBs, queues, internal services) into reliable capabilities the AI can use.
Logging, traces, evaluations, feedback loops, and cost controls — so you can improve outcomes and keep the system predictable.
A simple packaging so decision-makers can evaluate risks and move fast.
Identify high-leverage workflows, map data sources, define permissions, and build a realistic roadmap.
Wrap your backend into MCP tools with schemas and safe execution, then validate on real scenarios.
Build the product experience: UI, conversation flows, actions, approvals, and error states.
Ship to real users, measure outcomes, and improve quality with feedback and evaluations.