Identify offer-to-incumbent pay gaps before they drive attrition

See where your offers run above incumbents, so you can flag internal equity risk before it drives attrition.

"Where are new hires coming in compared to people already doing the job?"

The case

Why this comes up

Every external hire at market rate can pull pay out of alignment with your existing team. Most teams don't find out until it's too late, and scanning the full population for offer-to-incumbent gaps used to mean days of pulling, reconciling, and spot-checking. Analyst Agent ranks the gaps and adds market context in seconds.

Business problem

By the time internal pay gaps surface, your highest performers are already disengaged or leaving and leadership is forced into reactive one-off fixes. What starts as a few isolated gaps quickly becomes a systemic risk to retention, pay equity, and cost control.

What you get
  • A ranked list of job families and levels where offers exceed incumbent pay.
  • Clear gap sizing including p50 comparisons.
  • A side-by-side view of offer vs. incumbent pay with headcount and sample sizes.
  • Market benchmarks for the same roles to ground every decision.
  • A prioritized view of where to act first.

Sample Prompt

Identify jobs where my offers are more than 15% above my incumbents. Include n-counts and the latest market offer data.

Prompt variations

Run this for TDC (p50) instead of base salary.

Filter to Engineering and Product only and show where offers are >15% above incumbent employees.

Limit to P1–P6 and exclude management levels.

What this replaces
  • Manual data pulls from your ATS and HRIS to get offers and incumbents in one place.
  • Multiple survey source downloads to layer in external benchmarks.
  • Spreadsheet analysis and pivot tables to calculate gaps by job and level.
  • Spot-checking a handful of high-visibility roles while the rest go unreviewed.
Comp workflow

Scan the population for offer-to-incumbent gaps

Use case

Pay Fairly

Time saved

A full day → seconds

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