Benchmarking

Frequently asked questions

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

  Benchmarking is a skill in the "ML Ops & Evaluation" category. It currently appears in 293 active AI roles across 73 companies in our index.

• Which companies are hiring for Benchmarking?

  The top employers with active AI roles mentioning Benchmarking are: NVIDIA (61), Amazon (38), Google (18), Microsoft (13), OpenAI (8).

• Is demand for Benchmarking growing?

  Over the last 12 weeks, 166 new AI postings mentioned Benchmarking. Demand is rising — up 200% in the last four weeks compared to the earliest four weeks in the window.

• At which stage of AI development is Benchmarking used?

  Roles requiring Benchmarking are concentrated in: serving infrastructure (44%), agents (22%), post-training (11%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.

• What skills are commonly paired with Benchmarking?

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