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Appvion Jobs in Virginia (NOW HIRING)

Appvion information

What are the key skills and qualifications needed to thrive as an Appvion production operator?

To thrive as an Appvion Production Operator, you need a solid understanding of manufacturing processes, attention to detail, and a high school diploma or equivalent. Familiarity with industrial machinery, safety protocols, and systems like computerized maintenance management systems (CMMS) is often required. Dependability, teamwork, and strong communication skills set outstanding operators apart. These abilities are critical to maintaining production efficiency, quality standards, and a safe work environment.

What is Appvion?

Appvion is a company specializing in the manufacturing of specialty coated paper products and materials. They are known for producing products such as thermal paper, carbonless paper, and other innovative coated solutions used in receipts, labels, packaging, and more. Appvion serves various industries, including retail, healthcare, and logistics, by providing high-quality and customizable paper-based products that enhance printing and performance. Their focus is on sustainable and technologically advanced solutions to meet the needs of their customers.

What are some common challenges faced when working at Appvion, and how can new employees best prepare for them?

One common challenge for new hires at Appvion is adapting to the fast-paced manufacturing environment, which often requires quickly learning new processes and technologies. Employees may also need to collaborate across departments such as production, quality assurance, and engineering, making effective communication skills essential. To succeed, new team members should be proactive in seeking training opportunities, asking questions, and staying organized to manage shifting priorities. Building strong relationships with colleagues and embracing a continuous improvement mindset will also help overcome initial hurdles and contribute to long-term success.

What is the difference between Appvion vs Printing Technician?

AspectAppvionPrinting Technician
Required CredentialsHigh school diploma or equivalent; technical training often preferredHigh school diploma; technical or vocational training beneficial
Work EnvironmentManufacturing plant, involving handling chemicals and machineryPrinting facilities, operating printing presses and related equipment
Industry UsageSpecializes in paper manufacturing and coating processesWorks in printing industry, producing various printed materials

Appvion and Printing Technicians both work within manufacturing environments related to printing and paper products. While Appvion focuses on paper coating and manufacturing, Printing Technicians operate printing presses and handle printed materials. Both roles require technical skills and safety awareness, but their specific tasks and industry focus differ.

Infographic showing various Appvion job openings in Virginia as of August 2026, with employment types broken down into 100% Full Time. Highlights an 100% Physical job distribution.

Artificial Intelligence Architect

Appvion, LLC

Keswick, VA

Full-time

Posted 14 days ago


Appvion rating

8.3

Company rating: 8.3 out of 10

Based on 5 frontline employees who took The Breakroom Quiz


Job description

About the Role

We're hiring an AI Architect to define the technical foundation for all our AI/ML systems including architecture standards, platform decisions, and quality gates that let us deliver scalable, secure, and governed AI solutions tied directly to business outcomes. You'll sit at the intersection of engineering, data, and business strategy, designing the systems and setting the standards that accelerate AI adoption across the enterprise.

What You'll Do

  • 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 after 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

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

Skills

  • Languages: Python, SQL, and Scala for ML and data engineering
  • ML frameworks: PyTorch, TensorFlow, scikit-learn, and Hugging Face
  • MLOps: Docker, Kubernetes, CI/CD, MLflow, and model registries
  • Cloud & data: AWS, Azure, GCP, Spark, Airflow, and feature stores
  • LLM, GenAI & agentic search: RAG, fine-tuning, prompt engineering, vector databases, query planning, tool use, retrieval orchestration, and multi-step reasoning
  • Responsible AI: governance, model monitoring, and security by design
  • Solution mindset: design thinking, trade-off analysis, and pragmatic delivery

*LI-MD1


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