Enterprise AI Architect: Scalable, Governed ML Systems

Appvion; Wisconsin; On-site; USD 150,000 - 210,000; Full time

Job summary

Appvion is seeking an AI Architect to define the technical foundation for AI/ML systems across the enterprise. You will set architecture standards, evaluate platforms, and ensure governance to deliver scalable AI solutions aligned with business outcomes.

You will lead the design of production ML pipelines, MLOps practices, and agentic search systems, while mentoring teams and staying current on AI trends to shape the roadmap.

Qualifications

• 8 years in software or data architecture, with 4 years focused on ML systems.
• Deep expertise in cloud platforms (AWS, Azure, or GCP) and their ML services.
• Proven experience designing production ML pipelines at enterprise scale.
• Strong understanding of MLOps, model monitoring, and deployment patterns.
• Experience with both traditional ML and modern LLM/GenAI architectures.
• Familiarity with core enterprise infrastructure architecture.

Responsibilities

• Design the enterprise AI/ML architecture, including reference patterns and multi-entity / multi-tenant architectures with governed data boundaries.
• Evaluate and select AI platforms, frameworks, and cloud services.
• Establish technical standards for model development, testing, and deployment.
• Design agentic search and retrieval systems for enterprise knowledge grounding.
• Review and approve architecture for all AI use cases before they reach production.
• Define data architecture requirements for ML pipelines.
• Lead build vs. buy evaluations for AI tooling.
• Mentor technical team members and drive engineering excellence.
• Stay current on AI/ML technology trends and assess their relevance to our roadmap.

Skills

Python

SQL

Scala

PyTorch

TensorFlow

scikit-learn

Hugging Face

RAG

prompt engineering

vector databases

multi-step reasoning

governance

security by design

design thinking

Tools

Docker

Kubernetes

CI/CD

MLflow

model registries

Spark

Airflow

feature stores

Job description

Appvion is seeking an AI Architect to define the technical foundation for AI/ML systems across the enterprise. You will set architecture standards, evaluate platforms, and ensure governance to deliver scalable AI solutions aligned with business outcomes.

You will lead the design of production ML pipelines, MLOps practices, and agentic search systems, while mentoring teams and staying current on AI trends to shape the roadmap.