4+ years of commercial Python development experience
Practical experience building AI/LLM-powered applications or AI agents
Experience with prompt engineering and structured LLM outputs
Experience integrating LLMs via APIs or enterprise AI platforms
Strong experience processing data from Excel files using Python
Experience with pandas, openpyxl, Polars, or similar tools
Ability to analyze and normalize data from files with inconsistent schemas, column names, layouts, and data formats
Experience designing data extraction, transformation, mapping, and validation pipelines
Understanding of when to use deterministic rules, traditional data processing, or LLM-based interpretation
Experience with REST APIs and enterprise-system integrations
Ability to implement validation, exception handling, logging, and traceability
Understanding of enterprise security, access control, and sensitive-data handling
Ability to communicate with business users, clarify requirements, and convert operational processes into technical solutions
Strong analytical and problem-solving skills
Ability to work independently and collaborate in English with international stakeholders
Availability for occasional on-site meetings or workshops if required
Experience automating finance, claims, customs, logistics, documentation, or other shared-service processes
Experience delivering automation with measurable time or cost savings
Experience with multi-agent or agent-orchestration frameworks
Experience with Azure AI, Azure OpenAI, Microsoft Copilot, or comparable enterprise AI platforms
Experience with document understanding, classification, or information-extraction solutions
Knowledge of RPA platforms and hybrid RPA/AI workflows
Experience with FastAPI, Docker, and cloud-based deployment
Familiarity with data-quality frameworks and master-data models
Experience with human-in-the-loop review and confidence-based routing
Experience working in a large international enterprise with controlled technology and security standards
Previous customer-facing consulting or business-analysis experience