AI/ML Data Specialist

WINTrio LLC provides technical and professional services, including IT modernization, cybersecurity, cloud, software, and systems integration solutions. The company is seeking an experienced AI/ML Data Specialist to design and deploy secure AI capabilities, build retrieval augmented generation systems, improve data discovery and access, and ensure compliance with federal AI governance requirements.

Responsibilities:

• Build automated document ingestion and indexing pipelines for unstructured content
• Develop RAG capabilities to support internal information retrieval, combining retrieval of relevant internal documents or data with generation of summarized, cited answers. Models must not invent answers; they must read internal content and respond based on it, with citations and security trimming
• Deploy secure AI driven knowledge base and query services appropriate for internal federal use
• Define and implement evaluation metrics covering accuracy, reliability, bias, and error rate
• Establish AI guardrails, including monitoring, usage boundaries, and human oversight where appropriate
• Produce comprehensive documentation for models, data flows, interfaces, and evaluation results
• Meet performance standards including 90%+ accuracy and reliability, Retrieval Precision of 0.90 or higher, and Citation coverage of 0.95 or higher
• Ensure all AI solutions comply with OMB M-26-04 and other applicable federal requirements