MCP development
Build Model Context Protocol (MCP) servers that let assistants use your tools and data, with clear permissions and predictable behavior.
AI is easy to demo.Making it useful takes work.
We help companies identify where AI adds real value, then design and build systems that run reliably in production. We can also lead the technical work alongside your team.
Services
What we do
01
AI Strategy & Architecture
We start by learning how your team works, what data you have, and the systems you already use. Then we help decide what is worth building and plan how it will work with those systems.
- Map AI ideas to the work they would change, then prioritize them.
- Check whether your data is ready and recommend pipelines and models.
- Plan for scale, compliance, and deployment from the start.
02
AI Engineering & Deployment
We build systems that can search company knowledge, process documents, run autonomous agents, or keep AI inference private. We help deploy them and document how your team can run them.
- RAG systems with embedding pipelines and tuned vector search.
- On-premises or air-gapped deployments that keep data under your control.
- Agent frameworks, evaluation tools, and operating documentation.
03
Fractional CTO for AI
If you need someone to lead the AI engineering work, we can take that role alongside your team. We help with architecture, hiring, vendor choices, and delivery planning.
- Make architecture decisions, review code, and set a regular delivery schedule.
- Help with hiring and team structure, and assess vendors and models.
- Engagements of 3, 6, or 12 months.
Specialties
Areas of focus
Enterprise AI integrations
Connect AI to the systems your team already uses, from internal APIs and knowledge bases to approval steps and audit trails.
Workflow redesign
Map the work as it happens today, then decide what to automate, what to keep with people, and where a review step belongs.
Next step
Let's talk
Send a short note on what you want to build and where we can help. We'll set up a 30-minute call, and if we are a good fit, you'll get a clear scope and a fixed price within a few days.
Email us
or write to hello@proferent.ai