§ The result
HighMatch leads Paycor on all 7 criteria.
HighMatch (Assessment) edges Paycor (ATS-integrated) by 3 points under rubric v1.0, 43 to 40. HighMatch is ahead of Paycor on all 7 criteria but on none of them by as much as 20 raw points, the closest being Data Governance Disclosure at HighMatch 52 to Paycor 50. Article 11 Technical Documentation is the widest raw gap and the heaviest weighted swing at once (HighMatch 45, Paycor 40, 20% weight), but it accounts for only 27% of the weighted advantage HighMatch holds across the 7 criteria on that side of the table.
Vendor profile
HighMatch
HighMatch sells pre-employment assessments built by I-O psychologists (personality, cognitive, skills, situational judgment, culture fit and minimum-qualification screens), including the Berke Assessment for small businesses, that score candidates against weighted, role-specific hiring profiles and return job-fit scores, trait reports and tailored interview guides.
Vendor profile
Paycor
Paycor, a Paychex company, sells a mid-market HR and payroll suite whose recruiting tools include the Paycor Recruiting ATS, Paycor Smart Sourcing (formerly Talenya), which uses AI to build a prioritized list of passive and active candidates for each role and automate outreach, and a WISE assistant that phone-screens candidates and scores their answers.
§ The record
HighMatch is filed under Assessment AI, Paycor under ATS-integrated AI. They also share 1 secondary category: Screening.
Both are in scope of NYC LL 144, Illinois HB 3773, EU AI Act and Colorado AI Act. Only HighMatch is in scope of Mobley v. Workday.
| Record | HighMatch | Paycor |
|---|---|---|
| Price tier | Mid | Mid |
| Headquarters | US | US |
| Founded | 2005 | 1990 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 27% of the movement so far
Article 11 Technical Documentation
HighMatch 45 · Paycor 40
1.0 weighted points to HighMatch
18% weight · 51% of the movement so far
Bias Audit Transparency
HighMatch 30 · Paycor 25
0.9 weighted points to HighMatch
12% weight · 67% of the movement so far
Human Oversight Design
HighMatch 60 · Paycor 55
0.6 weighted points to HighMatch
15% weight · 79% of the movement so far
FRIA Support
HighMatch 30 · Paycor 27
0.4 weighted points to HighMatch
15% weight · 87% of the movement so far
Data Governance Disclosure
HighMatch 52 · Paycor 50
0.3 weighted points to HighMatch
12% weight · 94% of the movement so far
Post-Market Monitoring
HighMatch 40 · Paycor 38
0.2 weighted points to HighMatch
8% weight · 100% of the movement so far
Customer Documentation
HighMatch 58 · Paycor 55
0.2 weighted points to HighMatch
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +3.7 — the difference between the two totals before either is rounded. Shares are of 3.7 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +3 beside that +3.7.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is HighMatch minus Paycor.
| Category | Weight | HighMatch | Paycor | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 45 | 40 | +5 | +1.0 |
| Bias Audit Transparency | 18% | 30 | 25 | +5 | +0.9 |
| FRIA Support | 15% | 30 | 27 | +3 | +0.4 |
| Data Governance Disclosure | 15% | 52 | 50 | +2 | +0.3 |
| Human Oversight Design | 12% | 60 | 55 | +5 | +0.6 |
| Post-Market Monitoring | 12% | 40 | 38 | +2 | +0.2 |
| Customer Documentation | 8% | 58 | 55 | +3 | +0.2 |
| Total | 100% | 43 (F) | 40 (F) | +3 | +3.7 |
§ Evidence
Cited sources and documented absences, criterion by criterion.
An absence is a finding, not a blank: the reviewer looked for a named artefact and recorded that it is not located. Where a source sits is a fact about hosting only.
| Criterion | Weight | HighMatch | Paycor | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 6 | 0 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domainSources on a separate domain |
| Bias Audit Transparency | 18% | 4 | 1 | Sources on the vendor's own domain | 3 | 1 | — |
| FRIA Support | 15% | 3 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 5 | 0 | Audit reportSources on the vendor's own domain | 4 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain |
| Human Oversight Design | 12% | 6 | 0 | Sources on the vendor's own domain | 6 | 0 | Sources on the vendor's own domainSources on a separate domain |
| Post-Market Monitoring | 12% | 3 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain | 3 | 1 | Sources on the vendor's own domainSources on a separate domain |
| Customer Documentation | 8% | 4 | 1 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 31 | 4 | Audit reportSources on the vendor's own domainSources on a separate domain | 24 | 6 | Audit reportSources on the vendor's own domainSources on a separate domain |
HighMatch has 35 evidence rows across 7 of 7 criteria — 31 with a source URL, 4 documented absences; Paycor has 30 evidence rows across 7 of 7 criteria — 24 with a source URL, 6 documented absences; some documentation or audit rows for HighMatch and Paycor sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 65 evidence rows on file for these two vendors: 35 for HighMatch, across 2 distinct source domains, and 30 for Paycor, across 6 distinct source domains.
- Rubric
- v1.0
- HighMatch last reviewed
- September 25, 2026 · HireAIScore editorial team
- Paycor last reviewed
- September 25, 2026 · HireAIScore editorial team
HireAIScore scores are editorial research, not legal advice, and no vendor pays for placement, scoring or removal — see the methodology, conflicts policy and terms.
§ Where next