Ranking & Relevance

Frequently asked questions

• What is Ranking & Relevance and how common is it in AI job postings?

  Ranking & Relevance is a skill in the "Retrieval & Search" category. It currently appears in 311 active AI roles across 57 companies in our index.

• Which companies are hiring for Ranking & Relevance?

  The top employers with active AI roles mentioning Ranking & Relevance are: Capital One (72), Amazon (31), Google (24), Apple (22), Reddit (18).

• Is demand for Ranking & Relevance growing?

  Over the last 12 weeks, 193 new AI postings mentioned Ranking & Relevance. Demand is rising — up 146% in the last four weeks compared to the earliest four weeks in the window.

• At which stage of AI development is Ranking & Relevance used?

  Roles requiring Ranking & Relevance are concentrated in: agents (40%), application (29%), serving infrastructure (24%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.

• What skills are commonly paired with Ranking & Relevance?

  Job postings that mention Ranking & Relevance most often also require: Machine Learning, Large Language Models (LLMs), Python, Production ML Systems, LLM Evaluation & Grading.