AI-Powered Compensation Insights
Use natural language to query salary benchmarks, compare roles, and explore market trends with Kit's AI assistant.
Why It Matters
Dashboards answer questions you’ve already thought of. The AI assistant answers the ones you haven’t. Ask a question in plain English and get instant, data-backed answers drawn from your tracked compensation data — no filters to configure, no charts to interpret.
What You Can Ask
The AI assistant understands six types of compensation queries:
| Capability | What It Does |
|---|---|
| Salary benchmarks | Returns min, max, median, 25th and 75th percentile salary for a role — optionally filtered by region, experience level, employment type, technology, or currency |
| Role comparison | Compares salary data across 2–4 roles side by side so you can see how compensation stacks up |
| Job listing search | Finds specific listings matching your criteria — filter by technology, experience level, location, employment type, or minimum salary |
| Company insights | Shows a company’s compensation profile — salary ranges across roles, top technologies, and hiring volume |
| Market trends | Displays salary direction over time (up, down, or stable) with regional and technology breakdowns |
| Available role categories | Lists all role clusters available for benchmarking |
Example Prompts
Try these in the Kit AI assistant:
-
“What’s the median salary for a senior backend engineer in Warsaw?” Returns salary benchmarks filtered by role, experience level, and region.
-
“Compare frontend developer vs full-stack developer salaries” Side-by-side comparison of two roles across all tracked regions.
-
“Show me remote DevOps positions paying over 25,000 PLN” Searches listings with location, role, and minimum salary filters.
-
“What does Google pay for data engineers?” Returns company-specific salary ranges and hiring patterns.
-
“Are machine learning engineer salaries going up or down?” Shows 6-month trend direction with monthly averages.
-
“What roles can I benchmark?” Lists all 20 available role clusters.
-
“Compare backend engineer, DevOps engineer, and cloud engineer salaries in EUR” Multi-role comparison with currency conversion.
-
“Find senior React positions in Krakow” Searches listings filtered by technology, experience level, and city.
Tips for Better Results
- Be specific — include role name, region, and experience level when you have a specific question
- Use natural language — “How much do QA engineers make?” works just as well as formal queries
- Compare up to 4 roles at once for side-by-side analysis
- Specify currency if you want results in something other than the default
MCP Access
The same compensation tools are available to external AI clients (Claude Desktop, Cursor, and others) via Kit’s MCP server. This means you can query your compensation data from any MCP-compatible tool without opening Kit.
See MCP Tools Reference for setup instructions and the full list of available tools.
Quick Checklist
- Open the AI assistant and try a salary benchmark question
- Compare two or more roles side by side
- Search for specific listings by technology or location
- Look up a competitor’s compensation profile
- Check market trends for your most important roles