Assumptions
This tool is a conservative reference designed to help you orient. It reflects market reality as of early 2026, with significant caveats.
- U.S.-centric snapshot: Roles and salaries reflect major U.S. markets unless noted otherwise.
- Upper salary ranges: Typically reflect senior scope or high-cost markets (SF, NYC, Boston), not entry-level offers.
- Adjacent experience: Many "AI" roles assume prior context (product, domain, infrastructure, risk, etc.), despite low technical barriers.
- Certifications: Help signal intent and baseline knowledge. Hiring decisions still prioritize applied scope, ownership, and evidence of work.
- Emerging titles: Scope and naming vary widely across companies; roles often exist as responsibilities inside other titles.
- Volume indicators: Reflect hiring trends, not absolute job counts; "high volume" means more openings, not easier hiring bars.
If you see gaps or disagree with framing, that's useful feedback—these roles are still consolidating.