Model Monitoring

Frequently asked questions

• What is Model Monitoring and how common is it in AI job postings?

  Model Monitoring is a skill in the "ML Ops & Evaluation" category. It currently appears in 574 active AI roles across 119 companies in our index.

• Which companies are hiring for Model Monitoring?

  The top employers with active AI roles mentioning Model Monitoring are: Amazon (70), Deloitte (42), JPMorgan Chase (24), OpenAI (23), Apple (18).

• Is demand for Model Monitoring growing?

  Over the last 12 weeks, 430 new AI postings mentioned Model Monitoring. Demand is rising — up 176% in the last four weeks compared to the earliest four weeks in the window.

• At which stage of AI development is Model Monitoring used?

  Roles requiring Model Monitoring are concentrated in: agents (52%), serving infrastructure (19%), application (15%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.

• What skills are commonly paired with Model Monitoring?

  Job postings that mention Model Monitoring most often also require: Machine Learning, Python, Large Language Models (LLMs), LLM Evaluation & Grading, CI/CD.