Structured Output

Frequently asked questions

• What is Structured Output and how common is it in AI job postings?

  Structured Output is a skill in the "LLM & Foundation Models" category. It currently appears in 132 active AI roles across 51 companies in our index.

• Which companies are hiring for Structured Output?

  The top employers with active AI roles mentioning Structured Output are: Amazon (13), Google (12), JPMorgan Chase (10), NVIDIA (8), Microsoft (8).

• Is demand for Structured Output growing?

  Over the last 12 weeks, 91 new AI postings mentioned Structured Output. Demand is rising — up 253% in the last four weeks compared to the earliest four weeks in the window.

• At which stage of AI development is Structured Output used?

  Roles requiring Structured Output are concentrated in: agents (70%), application (9%), post-training (7%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.

• What skills are commonly paired with Structured Output?

  Job postings that mention Structured Output most often also require: Python, Agentic Systems, Machine Learning, Data Science, Production ML Systems.