§ The result
4 points separate Emmersion and Paycor.
Emmersion (Assessment) edges Paycor (ATS-integrated) by 4 points under rubric v1.0, 44 to 40. Emmersion leads 4 of the 7 criteria, including Article 11 Technical Documentation, while Paycor leads 1, including Human Oversight Design, and 2 are level. One criterion, Article 11 Technical Documentation, is both the widest raw gap (Emmersion 57, Paycor 40) and the heaviest weighted swing, and at 20% weight it makes up 71% of the weighted advantage Emmersion holds across the 4 criteria it leads.
Vendor profile
Emmersion
Emmersion, Rosetta Stone's assessment division within IXL Learning, sells AI-scored adaptive TrueNorth speaking and writing tests and WebCAPE reading and grammar exams. They rate language proficiency on a 0-10 scale mapped to CEFR and ACTFL and are used for pre-employment screening, checking employees' language skills and placing students.
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
Emmersion 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 Emmersion is in scope of Mobley v. Workday.
| Record | Emmersion | Paycor |
|---|---|---|
| Price tier | Mid | Mid |
| Headquarters | US | US |
| Founded | 2015 | 1990 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 68% of the movement so far
Article 11 Technical Documentation
Emmersion 57 · Paycor 40
3.4 weighted points to Emmersion
18% weight · 78% of the movement so far
Bias Audit Transparency
Emmersion 28 · Paycor 25
0.5 weighted points to Emmersion
15% weight · 87% of the movement so far
FRIA Support
Emmersion 30 · Paycor 27
0.4 weighted points to Emmersion
8% weight · 95% of the movement so far
Customer Documentation
Emmersion 60 · Paycor 55
0.4 weighted points to Emmersion
12% weight · 100% of the movement so far
Human Oversight Design
Emmersion 53 · Paycor 55
0.2 weighted points to Paycor
Weighted delta is the raw difference times the criterion weight, so the 5 figures above sum to +4.6 — the difference between the two totals before either is rounded. Shares are of 5.0 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +4 beside that +4.6.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Emmersion minus Paycor.
| Category | Weight | Emmersion | Paycor | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 57 | 40 | +17 | +3.4 |
| Bias Audit Transparency | 18% | 28 | 25 | +3 | +0.5 |
| FRIA Support | 15% | 30 | 27 | +3 | +0.4 |
| Data Governance Disclosure | 15% | 50 | 50 | - | - |
| Human Oversight Design | 12% | 53 | 55 | -2 | -0.2 |
| Post-Market Monitoring | 12% | 38 | 38 | - | - |
| Customer Documentation | 8% | 60 | 55 | +5 | +0.4 |
| Total | 100% | 44 (F) | 40 (F) | +4 | +4.6 |
§ 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 | Emmersion | Paycor | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 4 | 1 | Sources on the vendor's own domainSources on a separate domain | 3 | 1 | Sources on the vendor's own domainSources on a separate domain |
| Bias Audit Transparency | 18% | 7 | 1 | Sources on the vendor's own domainSources on a separate domain | 3 | 1 | — |
| FRIA Support | 15% | 3 | 1 | Sources on the vendor's own domainSources on a separate domain | 1 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 6 | 0 | Sources on the vendor's own domainSources on a separate 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% | 4 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domainSources on a separate domain |
| Customer Documentation | 8% | 5 | 1 | Sources on the vendor's own domainSources on a separate domain | 4 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 35 | 5 | Sources on the vendor's own domainSources on a separate domain | 24 | 6 | Audit reportSources on the vendor's own domainSources on a separate domain |
Emmersion has 40 evidence rows across 7 of 7 criteria — 35 with a source URL, 5 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 Emmersion and Paycor sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 70 evidence rows on file for these two vendors: 40 for Emmersion, across 5 distinct source domains, and 30 for Paycor, across 6 distinct source domains.
- Rubric
- v1.0
- Emmersion 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