Compensation Benchmarking

Compensation benchmarking is the process of comparing a company's salary, equity, and benefits packages against market data for equivalent roles at peer companies. Accurate benchmarking is essential for attracting and retaining talent, particularly in competitive fields like AI and software engineering where compensation expectations shift rapidly.

Benchmarking data comes from multiple sources including salary surveys, self-reported platforms (Levels.fyi, Glassdoor), recruiting platform data, and government statistics. The most reliable benchmarks account for location, company stage, industry vertical, and candidate seniority level. Remote-first companies face additional complexity as they decide between location-adjusted and location-agnostic pay bands.

Modern recruiting platforms like KASP integrate compensation data directly into the matching process, ensuring that candidates are only matched with roles that align with their salary expectations. This pre-alignment dramatically reduces offer rejections due to compensation mismatches, which remains one of the top reasons candidates decline offers.