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By Role
HR Professionals
Compensation Pros
Talent Acquisition
Executive Leadership
Partner Marketplace
Extend your compensation journey with our trusted partners.
Solutions Overview
One system. Faster compensation decisions.
Pricing & Plans
Find a plan that is right for you.
DataPricing
Resources
Research Reports
Free research reports, ebooks, quick guides, whitepapers, and more
Webinars
Watch live and on-demand webinars on a variety of topics that matter to you
Blog
Stories and insights on today’s compensation landscape
Customer Stories
Learn how our customers use Payscale data to get pay right
Visit the resource center →
Browse By Topic
Strategy & Planning
Comp Strategy →Comp Planning →Total Rewards →Job Management →
Data & Technology
Salary Data →Benchmarking →Artificial Intelligence →Comp Software →
Workforce & Compliance
Labor Market →Pay Equity →Pay Transparency →Compliance & Risk →
Company
Why Payscale
Learn why we are the industry leader in compensation intelligence
Press Releases
Explore the latest news and product announcements from Payscale
Payscale Leadership
Meet the Industry pioneers redefining how the world thinks about pay
Newsroom
Payscale in the spotlight—where trusted data meets industry influence
Careers
Discover the power of Payscalers working together to get pay right
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How Payscale Uses AI

At Payscale, we use artificial intelligence (AI) thoughtfully and responsibly to enhance our compensation intelligence platform—helping customers make confident, defensible pay decisions while keeping people at the center of every outcome. Our approach to AI is grounded in transparency, trust, and the belief that compensation professionals—not algorithms—own the final decisions.

Payscale’s Philosophy on AI

AI at Payscale is designed to support, not replace, human expertise. We build and use AI to help customers work more efficiently, uncover insights more quickly, and focus their time on strategic decision-making.

Because compensation decisions carry legal and ethical implications, we take special care to design AI capabilities that are assistive rather than automated. AI outputs are subject to human review, and we continuously assess features for accuracy and risk of unintended bias.

Key principles guide our approach:

Human Accountability: AI supports compensation professionals; it does not replace them. Humans remain responsible for all final business decisions.

Transparency: We clearly communicate when and how AI is used in our products and provide additional information upon request.

Data Privacy and Security: Customer data is protected under strict governance controls. We do not use any Customer Data (as defined in the Payscale MSA) to train any internal or external AI models.

Fairness and Bias Mitigation: We evaluate AI-enabled features as appropriate to reduce the risk of bias and continuously monitor outputs for accuracy and fairness in compensation analytics.

Continuous Improvement: We regularly review our AI practices to reflect evolving regulations, customer expectations, and technological advancements.

AI Across the Payscale Product Stack

Payscale incorporates AI and machine learning in select areas of our product ecosystem to enhance functionality and user experience.  

AI Capabilities by Product*

Payscale Intelligence Cloud:
AI FeatureAscent FoundationAscent CoreAscent PremierAscent EliteJobNav
AI-Generated Summaries
Suggests job summaries
Available as an add-on (JDM)
Available as an add-on (JDM)
Available as an add-on (JDM)
Compass
An upgraded version of Compass Lite with Precision Cohorts, insights into position trends over time, strategy analysis reports, and AI Executive Narratives
Available as an Add-on
Available as an Add-on
Compass Lite
Benchmark your workforce against similar cohorts in the market
Included
Included
Contextual Job Summaries
‍
Quickly generate free-text job summaries
Included
(Available with JobNav Anywhere extension)
Included
(Available with JobNav Anywhere extension)
Included
(Available with JobNav Anywhere extension)
Included
(Available with JobNav Anywhere extension)
Explore
Allows Customers to surface dynamic job pricing data from Peer Enhanced and market insight suggestions and trends from Peer Enhanced and Hiring Demand
Included
Included
Included
Included
First Draft
Suggests job content for job profiles or job posts
Included
Marketplace Matches
Suggests job matches to surveys  
Included
Migration (Pricing Updates)
Suggests job match updates for year-over-year survey migration
Included
Included
Payge
Chat interface that helps connect customers with customer support and help content
Included
Included
Included
Included
Peer Auto-Match
Suggests job matches for customers participating in Peer Global
Included
Included
Peer Enhanced
Regression-based models that provide market data range suggestions for a broad combination of compensable factors 
Included
Included
Included
Available as an add-on survey (Peer Enhanced Report)
Price a Job
Suggests job matches in the Price a Job workflow
Included
Price at Scale
Suggests job matches in the Price at Scale workflow
Included
Skills
Price jobs with skills-based modeled salary premiums in Smart Price
Included
Included
Smart Assistant
An AI tool that creates quick summaries of community posts and user guides, helping users review content faster
Included
Included
Included
Included
Smart Price
Suggests job matches in the Smart Price workflow  
Included (Peer Enhanced only)
Included
Included
Included
Smart Reporting
Chat-based AI reporting delivering instant insights into compensation metrics and trends.  
Included
Included

Payge

Chat interface that helps connect customers with customer support and help content

Payfactors Basics
Payfactors Professional
Payfactors Advanced
Marketpay

Smart Assistant

An AI tool that creates quick summaries of community posts and user guides, helping users review content faster

Payfactors Basics
Payfactors Professional
Payfactors Advanced
Marketpay

Peer Enhanced

Regression-based models that provide market data range suggestions for a broad combination of compensable factors

Payfactors Basics
Payfactors Professional
Payfactors Advanced
Marketpay (available as an add-on survey (Peer Enhanced Report))

Explore

Allows Customers to surface dynamic job pricing data and market insight suggestions from Peer Enhanced

Payfactors Basics
Payfactors Professional
Payfactors Advanced

Peer Auto-Match

Suggests job matches for customers participating in Peer Global

Payfactors Professional (available as an add-on (Peer Global))
Payfactors Advanced (available as an add-on (Peer Global))

Price at Scale

Suggests job matches in the Price a Job workflow

Payfactors Advanced
Marketpay

Migration

Suggests job match updates for year-over-year survey migration

Payfactors Professional
Payfactors Advanced

Smart Price

Suggests job matches in the Smart Price workflow

Payfactors Professional (available as an add-on (Smart Price))
Payfactors Advanced (available as an add-on (Smart Price))

Smart Reporting

Chat-based AI reporting delivering instant insightsinto compensation metrics and trends

Payfactors Professional (available as an add-on (Smart Price))
Payfactors Advanced (available as an add-on (Smart Price))

AI-Generated Summaries

Suggests job summaries

Ascent Foundation
(Available as an add-on (JDM))
Ascent Core
(Available as an add-on (JDM))
Ascent Premier
(Available as an add-on (JDM))

First Draft

Suggests job content for job profiles or job posts

JobNav

Contextual Job Summaries

Quickly generate free-text job summaries

Ascent Foundation
(Available with JobNav Anywhere extension)
Ascent Core
(Available with JobNav Anywhere extension)
Ascent Premier
(Available with JobNav Anywhere extension)
Ascent Elite
(Available with JobNav Anywhere extension)

Marketplace Matches

Suggests job matches to surveys

Ascent Elite
Classic Products (available for renewal only):
AI FeaturePayfactors BasicsPayfactors ProfessionalPayfactors AdvancedMarketpay
AI-Generated Summaries
Suggests job summaries
Available as an add-on (JDM)
Available as an add-on (JDM)
Explore
Allows Customers to surface dynamic job pricing data from Peer Enhanced and market insight suggestions and trends from Peer Enhanced and Hiring Demand
Included
Included
Included
Marketplace Matches
Suggests job matches to surveys  
Included
Migration (Pricing Updates)
Suggests job match updates for year-over-year survey migration
Included
Included
Payge
Chat interface that helps connect customers with customer support and help content
Included
Included
Included
Included
Peer Auto-Match
Suggests job matches for customers participating in Peer Global
Available as an add-on (Peer Global)
Available as an add-on (Peer Global)
Peer Enhanced
Regression-based models that provide market data range suggestions for a broad combination of compensable factors
Included
Included
Included
Available as an add-on survey (Peer Enhanced Report)
Price at Scale
Suggests job matches in the Price at Scale workflow
Included
Included
Smart Assistant
An AI tool that creates quick summaries of community posts and user guides, helping users review content faster
Included
Included
Included
Included
Smart Price
Suggests job matches in the Smart Price workflow  
Available as an add-on (Smart Price)
Available as an add-on (Smart Price)
Smart Reporting
Chat-based AI reporting delivering instant insights into compensation metrics and trends
Available as an add-on (Smart Reporting)
Available as an add-on (Smart Reporting)

Payge

Chat interface that helps connect customers with customer support and help content

Payfactors Basics
Payfactors Professional
Payfactors Advanced
Marketpay

Smart Assistant

An AI tool that creates quick summaries of community posts and user guides, helping users review content faster

Payfactors Basics
Payfactors Professional
Payfactors Advanced
Marketpay

Peer Enhanced

Regression-based models that provide market datarange suggestions for a broad combination of compensable factors

Payfactors Basics
Payfactors Professional
Payfactors Advanced
Marketpay
(Available as an add-on survey (Peer Enhanced Report)

Explore

Allows Customers to surface dynamic job pricing data andmarket insight suggestions from Peer Enhanced

Payfactors Basics
Payfactors Professional
Payfactors Advanced

Peer Auto-Match

Suggests job matches for customers participating inPeer Global

Payfactors Professional
Payfactors Advanced

Price at Scale

Suggests job matches in the Price a Job workflow

Payfactors Advanced
Marketpay

Migration

Suggests job match updates for year-over- year survey migration

Ascent Premier
Ascent Elite

Smart Price

Suggests job matches in the Smart Price workflow

Ascent Foundation
Included (Peer Enhanced only)
Ascent Core
Ascent Premier
Ascent Elite

Smart Reporting

Chat-based AI reporting delivering instant insightsinto compensation metrics and trends

Ascent Core
Ascent Premier

AI-Generated Summaries

Suggests job summaries

Ascent Foundation
(Available as an add-on (JDM))
Ascent Core
(Available as an add-on (JDM))
Ascent Premier
(Available as an add-on (JDM))

First Draft

Suggests job content for job profiles or job posts

JobNav

Contextual Job Summaries

Quickly generate free-text job summaries

Ascent Foundation
(Available with JobNav Anywhere extension)
Ascent Core
(Available with JobNav Anywhere extension)
Ascent Premier
(Available with JobNav Anywhere extension)
Ascent Elite
(Available with JobNav Anywhere extension)

Marketplace Matches

Suggests job matches to surveys

Ascent Elite

*Availability may depend on purchased products and features or enabled functionality. Currently, neither Paycycle nor Pay Equity have any AI functionality.

In all cases, AI-generated insights are intended to be informational, not prescriptive.

Data Privacy and Model Training

Protecting Customer Data is foundational to how we operate.

  • We do not use Customer Data (as defined in the Payscale MSA) to train any internal or external AI models.
  • AI capabilities within Payscale products operate under the same strict data protection and security controls that apply to the rest of our platform.

Our use of AI aligns with our broader data governance, privacy, and security commitments.

Transparency and Additional Information

We understand that some customers and prospects may require deeper insight into how AI functions within Payscale products.

  • Existing customers may request additional information regarding production functionality or AI usage by contacting their Customer Success Manager.
  • Prospective customers or non-contracted organizations may request additional details; however, the disclosure of certain information may require execution of a mutual non-disclosure agreement (NDA).

This approach helps us balance transparency with our responsibility to protect sensitive information, intellectual property, and the security of our systems.

Payscale’s Commitment

Payscale is committed to continuously evolving our AI practices in alignment with emerging regulations, industry standards, and ongoing product enhancements. Payscale’s use of AI reflects our mission to empower people and employers with accurate, fair, and actionable compensation insights—built on transparent AI systems, ongoing testing and monitoring, clear user visibility about where AI is used, and control over whether to accept AI suggestions.

If you have questions about how AI is used within Payscale products, we encourage you to reach out to your Payscale account team or consult our Trust Center.

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