Product Impact

Frequently asked questions

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

  Product Impact is a skill in the "General Experience & Skills" category. It currently appears in 304 active AI roles across 91 companies in our index.

• Which companies are hiring for Product Impact?

  The top employers with active AI roles mentioning Product Impact are: Amazon (36), OpenAI (25), Sierra (22), Mistral AI (11), Google (9).

• Is demand for Product Impact growing?

  Over the last 12 weeks, 199 new AI postings mentioned Product Impact. Demand is rising — up 341% in the last four weeks compared to the earliest four weeks in the window.

• At which stage of AI development is Product Impact used?

  Roles requiring Product Impact are concentrated in: agents (63%), application (22%), evaluation (6%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.

• What skills are commonly paired with Product Impact?

  Job postings that mention Product Impact most often also require: Product Management, Agentic Systems, Machine Learning, Content Generation, System Design.