§ The result
Pymetrics (Harver Games) leads Ceipal by 21 points.
Pymetrics (Harver Games) finishes 21 points clear of Ceipal under rubric v1.0 — 56 against 35 — across the Assessment and ATS-integrated cohorts. Pymetrics (Harver Games) leads 5 of the 7 criteria, including Bias Audit Transparency, while Ceipal leads 1, including Post-Market Monitoring, and 1 is level. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — Ceipal 20, Pymetrics (Harver Games) 80 — and at an 18% weight it carries 50% of the weighted advantage Pymetrics (Harver Games) holds across the 5 criteria on that side of the table.
Vendor profile
Ceipal
AI-powered applicant tracking and workforce-management platform for staffing firms that sources, matches, and ranks candidates on a 1-to-100 scale against job requirements.
Vendor profile
Pymetrics (Harver Games)
Behavioral assessment using browser-based "games" that infer cognitive and emotional traits. Acquired by Harver in 2022 and folded into the Harver Games product line.
§ The record
Ceipal is filed under ATS-integrated AI, Pymetrics (Harver Games) under Assessment AI. They record no secondary category in common.
Both are in scope of EU AI Act, NYC LL 144 and Colorado AI Act. Only Pymetrics (Harver Games) is in scope of Illinois HB 3773 and Mobley v. Workday.
| Record | Ceipal | Pymetrics (Harver Games) |
|---|---|---|
| Price tier | Mid | Enterprise |
| Headquarters | US | US |
| Founded | 2015 | 2013 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 49% of the movement so far
Bias Audit Transparency
Ceipal 20 · Pymetrics (Harver Games) 80
10.8 weighted points to Pymetrics (Harver Games)
20% weight · 86% of the movement so far
Article 11 Technical Documentation
Ceipal 30 · Pymetrics (Harver Games) 70
8.0 weighted points to Pymetrics (Harver Games)
15% weight · 95% of the movement so far
Data Governance Disclosure
Ceipal 46 · Pymetrics (Harver Games) 60
2.1 weighted points to Pymetrics (Harver Games)
12% weight · 98% of the movement so far
Human Oversight Design
Ceipal 46 · Pymetrics (Harver Games) 50
0.5 weighted points to Pymetrics (Harver Games)
12% weight · 99% of the movement so far
Post-Market Monitoring
Ceipal 38 · Pymetrics (Harver Games) 35
0.4 weighted points to Ceipal
8% weight · 100% of the movement so far
Customer Documentation
Ceipal 53 · Pymetrics (Harver Games) 55
0.2 weighted points to Pymetrics (Harver Games)
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to -21.2 — the difference between the two totals before either is rounded. Shares are of 21.9 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -21 beside that -21.2.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Ceipal minus Pymetrics (Harver Games).
| Category | Weight | Ceipal | Pymetrics (Harver Games) | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 30 | 70 | -40 | -8.0 |
| Bias Audit Transparency | 18% | 20 | 80 | -60 | -10.8 |
| FRIA Support | 15% | 25 | 25 | - | - |
| Data Governance Disclosure | 15% | 46 | 60 | -14 | -2.1 |
| Human Oversight Design | 12% | 46 | 50 | -4 | -0.5 |
| Post-Market Monitoring | 12% | 38 | 35 | +3 | +0.4 |
| Customer Documentation | 8% | 53 | 55 | -2 | -0.2 |
| Total | 100% | 35 (F) | 56 (F) | -21 | -21.2 |
§ 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 | Ceipal | Pymetrics (Harver Games) | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 2 | 0 | Sources on a separate domain |
| Bias Audit Transparency | 18% | 1 | 1 | — | 2 | 0 | Audit reportSources on the vendor's own domainSources on a separate domain |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 0 | 1 | — |
| Data Governance Disclosure | 15% | 2 | 1 | Sources on the vendor's own domain | 1 | 0 | Sources on a separate domain |
| Human Oversight Design | 12% | 2 | 1 | Sources on the vendor's own domain | 1 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 2 | 1 | Sources on the vendor's own domain | 1 | 1 | — |
| Customer Documentation | 8% | 3 | 1 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domainSources on a separate domain |
| All criteria | 100% | 13 | 7 | Sources on the vendor's own domain | 9 | 2 | Audit reportSources on the vendor's own domainSources on a separate domain |
Ceipal has 20 evidence rows across 7 of 7 criteria — 13 with a source URL, 7 documented absences; Pymetrics (Harver Games) has 11 evidence rows across 7 of 7 criteria — 9 with a source URL, 2 documented absences; some documentation or audit rows for Pymetrics (Harver Games) sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 31 evidence rows on file for these two vendors: 20 for Ceipal, across 1 distinct source domain, and 11 for Pymetrics (Harver Games), across 3 distinct source domains.
- Rubric
- v1.0
- Ceipal last reviewed
- July 17, 2026 · HireAIScore editorial team
- Pymetrics (Harver Games) last reviewed
- May 21, 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