We're building an AI Transformation platform for an enterprise client, focused on back-office process automation and AI-driven decision support. The platform brings together data from multiple business systems and puts AI agents on top of it, so that business teams get actionable insights and automated workflows instead of manual routines.
RequirementsWhat You'll Do
- Integrate data from multiple business sources (CRM, analytics, BI) into a single, cohesive data layer
- Build and deploy AI agents that execute specific business tasks: signal analysis, pricing, content/SEO, data classification and tagging
- Develop MCP (Model Context Protocol) servers: dedicated, read-only, domain-specific servers that expose data to agents and tools
- Do data engineering work: schema design, ETL and synchronization from external systems, and ensuring data quality and consistency
- Contribute to the agent platform architecture: routing layer, cost control, access policies, and telemetry for LLM calls
- Design and build backend APIs connecting the data layer with agents and front-end applications
- Create user-facing tools for business teams, driven by data and agent-generated insights
- Maintain infrastructure: containerization, database management, monitoring, and observability
- Document architectural decisions and keep strict contracts between system layers
Python · FastAPI · Agno (agent framework) · MCP · PostgreSQL · Docker / Docker Compose · Next.js
What we are looking for:- Solid commercial experience (approx. 2 years) in backend development with Python
- Hands-on experience with FastAPI or a comparable modern web framework
- Good knowledge of PostgreSQL: schema design, query writing, and optimization
- Experience building and consuming REST APIs
- Understanding of ETL and data synchronization concepts, and of how to keep data consistent across systems
- Working knowledge of Docker and Docker Compose
- Practical experience with LLMs and prompt writing; interest in building agent-based systems
- Comfort working with agentic AI tools (e.g., Claude Code) in daily development, and the discipline to critically verify their output
- Ability to write clear technical documentation
- Good communication skills and confidence working directly with client-side teams
- English level sufficient for daily communication with the client (B2+ / Upper-Intermediate)
- Experience with agent frameworks (Agno, LangChain, LlamaIndex, or similar)
- Familiarity with MCP (Model Context Protocol)
- Basic Next.js / React skills for working on front-end applications
- Experience with observability and monitoring tools
- Experience integrating with CRM, analytics, or BI systems
- Background in enterprise or consulting projects
- Read more at Monterail Tech Network
Skills Required
- Approximately 2 years of commercial backend development experience with Python
- Hands-on experience with FastAPI or a comparable modern web framework
- Knowledge of PostgreSQL, including schema design, query writing, and optimization
- Experience building and consuming REST APIs
- Understanding of ETL and data synchronization concepts
- Understanding of maintaining data consistency across systems
- Working knowledge of Docker and Docker Compose
- Practical experience with LLMs and prompt writing
- Interest in building agent-based systems
- Comfort working with agentic AI tools such as Claude Code
- Ability to critically verify AI-generated output
- Ability to write clear technical documentation
- Good communication skills and confidence working directly with client-side teams
- English proficiency sufficient for daily client communication at B2 or upper-intermediate level
- Experience with agent frameworks such as Agno, LangChain, or LlamaIndex
- Familiarity with Model Context Protocol
- Basic Next.js or React skills
- Experience with observability and monitoring tools
- Experience integrating CRM, analytics, or BI systems
- Enterprise or consulting project background
What We Do
Monterail is a full-service software development company with 130+ experts on board delivering meaningful software for the fintech, proptech, wellness, and eCommerce sectors. For over 13 years now, we use Ruby on Rails and Flutter to build beautiful web and mobile applications. We have delivered 390+ successful projects for over 235 clients from different parts of the world. In 2016 & 2017 we were recognized by Deloitte as one of the fastest-growing tech companies in Central Europe as well as listed in the Financial Times 1000 rank two times in a row, in 2018 and 2019.








