AI Developer (Document Intelligence & Validation
HMG AMERICA LLC · Charlotte, NC · 1 mo ago
On-siteEngineeringContract
HMG America LLC is a Business Solutions-focused Information Technology company offering IT consulting, software and web development, staff augmentation, and other professional services.
About the role
The AI Developer will design, build, and optimize document ingestion, extraction, validation, and comparison capabilities to modernize Middle Office authorization workflows. This role focuses on hands-on delivery of AI models, confidence scoring, exception handling, and system integrations.
Responsibilities
- Build document ingestion and classification pipelines for Authorization Certificates and non-standard documents
- Implement document scraping / template-based extraction for structured forms
- Develop AI/LLM-based extraction for unstructured and semi-structured documents
- Generate field-level and record-level confidence scores
- Implement AI comparison logic: extracted data vs source document
- Perform post-load verification between Contact Master and source documents
Requirements
- 3–6+ years in AI/ML or Intelligent Automation
- Hands-on experience with:
- Document AI / IDP platforms (OCR, PDF parsing)
- Confidence scoring, rule-based validation, semantic or fuzzy comparison
- API integration
- Strong skills in Python (Langchain, Pydantic, Langgraph)
- Experience with REST APIs / microservices, JSON/XML schema mapping, and Kafka
- Experience with confidence scoring and validation logic
- Familiarity with workflow platforms
- Understanding of PII handling, model explainability, and audit controls
Nice to Have
- Financial services or regulated industry experience
- BOT integration for downstream systems
- Experience with Alfresco, ServiceView
Location: Charlotte – 3 days onsite mandatory