Emman Ermitaño

• • Design backend boundaries for model-assisted workflows: retrieval, structured

outputs, schema validation, deterministic calculations, protected write paths, cost controls, and fallback handling.

• • Build private client systems and technical reference applications for AI

implementation, workflow automation, internal tools, and full-stack business systems.

• • Implement, deploy, document, and maintain systems directly with clients and teams.

• • Built healthcare operations automation systems using Azure AI, FastAPI, SQL, VBA, rule-based validation, reporting tools, and process automation for global healthcare operations teams across the US, Singapore, and Australia.

• • Designed and implemented internal automation tools across technical documentation, process mapping, validation, testing, deployment, and operational support.

• • Converted manual document, reporting, and ETL workflows into structured automation with clearer runtime behavior and lower manual review burden.

• • Built internal tools, reporting systems, database-backed workflows, and automation across operations, compliance, sales, QA, administration, records, and public-sector processes.

• • Designed dashboards, reporting flows, document systems, QA tools, records

workflows, and database-backed processes for daily operations teams.

• • Worked around practical operating constraints: messy inputs, manual handoffs, approval flows, reporting deadlines, controlled access, document traceability, and maintainability.

• • Supported sales operations, QA review, administrative reporting, government records, technical documentation, and operational process improvement.