From first call to agents running your processes
A clear, predictable path to AI-ready software. No black boxes, no surprises.
Discovery
We start by understanding your business inside and out. Through stakeholder interviews, workflow mapping, and technical assessments, we identify the processes that matter most and define the scope of your project. By the end of this phase, you have a detailed project brief, a prioritized list of agent automation opportunities, and a shared definition of success.
Architecture
We design your system architecture with MCP integration as a first-class concern. This includes data models, service boundaries, API contracts, infrastructure layout, and the MCP server layer that will expose your system's capabilities to AI agents. Every architectural decision is documented and reviewed with your team before we write a single line of production code.
Build
Our engineering team builds your software in iterative sprints with continuous delivery. You see working software every week and have the opportunity to provide feedback at every step. Each component ships with its corresponding MCP server layer, comprehensive test coverage, and infrastructure-as-code so nothing is left to manual configuration or guesswork.
Deploy
We deploy your software to production infrastructure using automated pipelines and infrastructure-as-code. This includes staging environments for validation, production environments with monitoring and alerting, and rollback procedures in case anything needs adjustment. Your system goes live with confidence, not crossed fingers.
Agent Layer
With your software running in production, we activate the MCP server layer and connect real AI agents to your system. We validate that agents can discover available Tools, Resources, and Prompts, execute workflows end-to-end, and handle edge cases gracefully. This is where your investment pays off: autonomous agents operating within your software, following your business rules.
Handoff
We deliver everything your team needs to own and operate the system independently. This includes complete technical documentation, architecture decision records, runbooks for common operations, and hands-on training sessions with your developers and operations staff. You own the code, the infrastructure, and the knowledge. No vendor lock-in, no ongoing dependency on us.
Typical engagement timeline
Most projects run between 8 and 12 weeks from kickoff to handoff. The exact duration depends on the complexity of your systems, the number of workflows being automated, and how many MCP servers need to be built. Smaller integrations with existing software can be completed in as few as 4 to 6 weeks. Larger greenfield builds with multiple agent workflows typically land in the 10 to 12 week range. We scope every engagement precisely during Discovery so you know the timeline before we start building.
Frequently asked questions
Yes. Our MCP Integration service is specifically designed for this. We build MCP server layers on top of your existing systems, whether they're modern APIs, legacy databases, or even older monolithic applications. We don't need to rewrite your software. We create a structured layer that gives AI agents access to your current capabilities while leaving your existing systems intact and operational.
No. MCP is an open standard, which means your software works with any AI agent that supports the protocol. Today that includes Claude, GPT-based agents, open-source frameworks like LangChain, and many others. If you switch AI providers next year, your MCP server layer keeps working. This is one of the biggest advantages of building on an open standard rather than a proprietary integration.
We scope every project during the Discovery phase and provide a fixed-price proposal before any build work begins. You know exactly what you're paying and what you're getting. There are no hourly billing surprises or scope creep charges. If requirements change during the build, we discuss the impact on timeline and cost transparently before proceeding.
After handoff, your team owns everything: the code, the infrastructure, and the documentation needed to operate and extend the system independently. We design for low maintenance by using managed cloud services, infrastructure-as-code, and comprehensive monitoring. If you want ongoing support, we offer optional retainer agreements, but they're entirely optional. You're never dependent on us to keep your system running.
Our team works across the Americas and Europe, with offices in Miami, Santiago, Vancouver, and London. We operate in overlapping time zones with most North American, South American, and European clients. All communication happens in English, and we maintain real-time collaboration through daily standups and shared project channels regardless of location.
Not necessarily. We handle the full technical build, from architecture to deployment. What we do need is access to someone on your team who understands your business processes and can make decisions about priorities and requirements. For the handoff phase, it helps to have a developer or technical lead on your side who can receive the documentation and training, but we can also work with external IT partners if needed.