The white paper, the checklist, and the benchmarking library
Everything on this site draws from LaborIQ's white paper on governing LLMs in pay strategy. The deeper benchmarking guides live on our sister site, CompBenchmark.io.
Closing the Gap on Compensation Intelligence
Governing large language models in pay strategy, compensation benchmarking, and total rewards decision-making. Prepared for executive leadership, HR managers, and Total Rewards committees. August 2026.
AI in Compensation: The Governance Checklist
One page. The six guardrails, the five test prompts, and eight questions to ask any AI-enabled compensation vendor before procurement.
Benchmarking guides that answer the follow-up questions.
Once a team decides its AI answers need grounding, these are the questions that come next: what real-time data looks like, how to build bands, and how to defend the number.
Why real-time salary data beats annual survey data
For offer decisions happening now, data that is twelve months old is a liability, not an asset.
Read the articleCompensation benchmarking vs. salary surveys
The terms are used interchangeably. They are not the same thing, and the distinction matters for every hire.
Read the articleThe 2026 compensation benchmarking tool buyer's guide
Ten criteria for evaluating any platform, the questions to ask, and the red flags to watch for.
Read the articlePay transparency laws in 2026
More than twenty US states now have active requirements. What the laws require and where the hidden risks sit.
Read the articleHow to build pay bands without a spreadsheet
Most band processes live in Excel until they break. How to build a structure that is market-accurate and maintainable.
Read the articleWhat HR leaders get wrong when defending comp to leadership
A solid recommendation doesn't always survive review. The five most common mistakes and how to fix them.
Read the articleMarket pay vs. internal equity
Prioritize the market and create compression; prioritize equity and lose candidates. A framework for both.
Read the articleThe real cost of pay errors
How to calculate what pay errors cost your organization and build the business case that moves leadership.
Read the articleWhat is job leveling?
The operating system for every compensation, promotion, and pay-equity decision, and why AI flattening breaks it.
Read the article