Inference Infrastructure

Frequently asked questions

• What is Inference Infrastructure and how common is it in AI job postings?

  Inference Infrastructure is a skill in the "Infrastructure & Systems" category. It currently appears in 401 active AI roles across 79 companies in our index.

• Which companies are hiring for Inference Infrastructure?

  The top employers with active AI roles mentioning Inference Infrastructure are: NVIDIA (78), Amazon (49), Microsoft (21), Google (20), OpenAI (17).

• Is demand for Inference Infrastructure growing?

  Over the last 12 weeks, 232 new AI postings mentioned Inference Infrastructure. Demand is rising — up 128% in the last four weeks compared to the earliest four weeks in the window.

• At which stage of AI development is Inference Infrastructure used?

  Roles requiring Inference Infrastructure are concentrated in: serving infrastructure (64%), agents (16%), post-training (7%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.

• What skills are commonly paired with Inference Infrastructure?

  Job postings that mention Inference Infrastructure most often also require: Machine Learning, Computer Architecture, Production ML Systems, GPU Computing, Python.