LLM Observability

Frequently asked questions

• What is LLM Observability and how common is it in AI job postings?

  LLM Observability is a skill in the "LLM & Foundation Models" category. It currently appears in 40 active AI roles across 23 companies in our index.

• Which companies are hiring for LLM Observability?

  The top employers with active AI roles mentioning LLM Observability are: Capital One (6), NVIDIA (5), Datadog (4), Scale AI (2), Postman (2).

• Is demand for LLM Observability growing?

  Over the last 10 weeks, 29 new AI postings mentioned LLM Observability. Demand is rising — up 27% in the last four weeks compared to the earliest four weeks in the window.

• At which stage of AI development is LLM Observability used?

  Roles requiring LLM Observability are concentrated in: agents (53%), serving infrastructure (20%), application (13%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.