The Starr ConspiracyAI-Era Leaderboard
Talent Assessment and Pre-Employment Testing Platforms

Talent Assessment and Pre-Employment Testing Platforms

Who's winning in the AI Era? Using millions of data points, we've analyzed 59 vendors across two dimensions: AI Product Leadership and AI GTM Leadership.

59

Vendors Tracked

9,723

AI Citations

3.4

Vertical AI Readiness

Struggling

Who's Winning

The leaders across GTM, product, and overall AI-Era performance

GTM Leader

Criteria Corp

AI GTM Leader
GTM Score93.4
Citation Share31.4%
Rank#1
Engine BalanceDual-engine

Product Leader

HireVue

AI-Era Leader
Product Score98.5
AI TierAI-Native
AI DepthPlatform-level AI
AI Features10 detected

AI-Era Leader

HireVue

AI-Era Leader
Overall Score93.6
GTM Score88.6
Product Score98.5
Last AI Ship2026-03-10

AI-Era Position Matrix

59 vendors plotted by AI GTM Leadership and AI Product Leadership.

AI-Era LeadersAI Product LeadersAI GTM LeadersCatching UpAI GTM Leadership →AI Product Leadership →Criteria CorpHireVueSHLTestGorillaWilloXobiniMochaPMapsParadoxAptaHire

GTM Leaderboard

Who's winning the go-to-market game in the AI Era

#VendorGTM ScoreCitation ShareCoveragePerplexityAI Overviews
1Criteria Corp93.431.4%5.2%84%16%
2HireVue88.610.0%2.3%82%18%
3SHL87.217.3%3.8%91%9%
4TestGorilla80.54.0%0.9%94%6%
5Willo78.82.3%0.9%85%15%
6Xobin77.41.9%1.0%89%11%
7Aptitude-Test.com76.31.9%0.8%80%20%
8Harver75.22.6%0.4%97%3%
9iMocha74.91.8%0.8%96%4%
10The Predictive Index73.01.6%0.6%91%9%

AEO Leaderboard

Pure citation performance across AI answer engines

#VendorCitation ShareCoveragePerplexityAI OverviewsAEO Score
1Criteria Corp31.4%5.2%84%16%95.1
2SHL17.3%3.8%91%9%91.7
3HireVue10.0%2.3%82%18%89.6
4TestGorilla4.0%0.9%94%6%84.2
5Harver2.6%0.4%97%3%79.2
6Willo2.3%0.9%85%15%82.1
7Aptitude-Test.com1.9%0.8%80%20%79.9
8Xobin1.9%1.0%89%11%80.2
9iMocha1.8%0.8%96%4%77.7
10The Predictive Index1.6%0.6%91%9%76.0

Product Leaderboard

AI product capabilities — who's building real AI vs. marketing it

#VendorProduct ScoreAI TierDepthFeaturesLast ShipConfidence
1HireVue98.5NativePlatform102026-03-10high
2Qualified95.7NativePlatform82026-04-01high
3ThinkExam93.2NativePlatform102025-11high
4AptaHire91.5NativePlatform122025-09high
5InterWiz90.8NativePlatform102025-08high
6Talview90.2NativePlatform82025-12high
7Xobin89.8NativePlatform102025-06-13high
8CrossChq89.8NativePlatform82025-11-18high
9Cangrade88.3NativePlatform82025-10high
10Paradox86.8NativePlatform82025-08high

Citation Share Universe

How AI answer engines distribute citations across this vertical

Vendor vs. Vendor

How citation share is distributed among tracked vendors

Criteria Corp31.4%HireVue10.0%SHL17.3%TestGorilla4.0%Harver2.6%

AI Product Intelligence

How each vendor stacks up on real AI capabilities vs. marketing claims

Loading AI intelligence data...

Messaging vs. Reality

Are vendors walking the talk? Product reality vs. marketing claims.

17 Aligned41 Overstating1 Underselling
0255075100
Screening Hive
Overstating
Test Partnership
Overstating
Plum
Overstating
Crossover
Overstating
CoderPad
Overstating
The Predictive Index
Overstating
Canditech
Overstating
Hire Truffle
Overstating
Vervoe
Overstating
AssessCandidates
Overstating
Product ScoreMarketing MessagingGap (line color = severity)