A question buyers ask AI

We need to show our hiring process is fair and auditable. Which recruiting tools support structured scorecards and adverse impact reporting out of the box?

Measured in 1 answer, last on Nov 10, 2026. Only the passages that name a brand are shown.

Brands in the answers

BrandNamed inRecommended inPositiveAvg. position
Greenhouse100%100%100%—
Ashby100%100%100%—
Prescreener100%100%100%—
HireVue100%100%100%—
Affirmity100%100%100%—
Lever100%0%0%—
Workday Recruiting100%0%0%—

Where each answer names a brand

Answer 1 · Nov 10, 2026 · 5 sources cited
GreenhouseRecommendedSite citedpositive
“Greenhouse — Best for structured, auditable interviews”
+ structured, auditable interviews

“Standardized interview kits.”

+ competency-based scorecards and rating scales

“Competency-based scorecards and rating scales.”

+ required interviewer feedback

“Required interviewer feedback.”

+ scorecard visibility controls

“Scorecard visibility controls to prevent interviewers influencing one another.”

+ reporting breadth

“More than 40 standard reports and customizable reporting.”

+ diversity funnel reporting

“Diversity funnel reporting and stage-by-stage pass-through rates.”

+ documentation of hiring decisions

“Greenhouse is particularly strong at documenting how hiring decisions are made.”

− adverse impact reporting

“However, I would not classify its standard reporting as a complete adverse impact analysis solution.”

“Lever | Yes | Requires additional analysis/verification | Mid-market and enterprise”
AshbyRecommendedSite citedpositive
“Ashby — Best for integrated recruiting analytics”
+ structured interview plans and scorecards

“Structured interview plans and scorecards.”

+ built-in diversity reporting

“Built-in diversity reporting.”

+ demographic representation and pass-through tracking

“Tracks demographic representation and pass-through rates at each recruitment stage.”

+ custom reports, dashboards and filters

“Custom reports, dashboards and filters.”

+ funnel dropout analysis

“Supports analysis of where candidates drop out of the hiring funnel.”

− adverse impact reporting

“Important limitation: Its diversity reporting is not the same as a dedicated statistical adverse impact audit using the four-fifths rule.”

PrescreenerRecommendedSite citedpositive
“Prescreener — Best for built-in adverse impact reporting at screening stage”
+ consistent predefined screening criteria

“Applies consistent, predefined screening criteria.”

+ transparent scoring reasons

“Provides transparent reasons for candidate scores.”

+ impact ratio reports

“Includes impact ratio reports on Growth and higher plans.”

+ selection impact reporting by demographic

“Reports selection impact by sex, race and ethnicity using voluntary candidate survey data.”

+ four-fifths rule reporting

“Includes four-fifths rule reporting.”

+ human final decisions

“Keeps final hiring decisions with human recruiters.”

− interview scorecard functionality

“Limitation: It focuses on resume screening rather than providing a complete ATS with comprehensive interview scorecards.”

HireVueRecommendedSite citedpositive
“HireVue — Best for structured assessments”
+ competency-based interview questions

“Competency-based interview questions.”

+ standardized evaluation criteria

“Standardized evaluation criteria.”

+ interviewer guides and evaluation templates

“Interviewer guides and evaluation templates.”

+ assessment analytics

“Assessment analytics.”

+ validation research

“Published industrial-organizational psychology validation research.”

“Workday Recruiting | Configurable evaluation workflows | Verify reporting configuration | Large enterprises”
AffirmityRecommendedSite citedpositive
“Affirmity Talent Decisions”
+ four-fifths rule calculations

“Four-fifths rule calculations.”

+ statistical testing

“Fisher's Exact statistical testing.”

+ analysis by protected categories

“Analysis by gender, race/ethnicity, disability, veteran status and age.”

+ multi-stage analysis

“Analysis across multiple hiring stages.”

+ audit-ready reporting

“Audit-ready reporting.”

Sources the answers cite

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