Research-to-Production Pipeline

Frequently asked questions

• What is Research-to-Production Pipeline and how common is it in AI job postings?

  Research-to-Production Pipeline is a skill in the "ML Ops & Evaluation" category. It currently appears in 148 active AI roles across 60 companies in our index.

• Which companies are hiring for Research-to-Production Pipeline?

  The top employers with active AI roles mentioning Research-to-Production Pipeline are: OpenAI (16), NVIDIA (13), Amazon (8), Microsoft (7), JPMorgan Chase (7).

• Is demand for Research-to-Production Pipeline growing?

  Over the last 12 weeks, 116 new AI postings mentioned Research-to-Production Pipeline. Demand is rising — up 121% in the last four weeks compared to the earliest four weeks in the window.

• At which stage of AI development is Research-to-Production Pipeline used?

  Roles requiring Research-to-Production Pipeline are concentrated in: agents (52%), application (22%), serving infrastructure (16%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.

• What skills are commonly paired with Research-to-Production Pipeline?

  Job postings that mention Research-to-Production Pipeline most often also require: Machine Learning, Content Generation, Python, Agentic Systems, System Design.