§ The result
Pymetrics (Harver Games) takes the total, Alooba takes more of the criteria.
Under rubric v1.0, Pymetrics (Harver Games) opens an 18-point lead on Alooba, 56 to 38, with both scored in the Assessment cohort. Alooba leads more of the criteria, 4 against 3 for Pymetrics (Harver Games), yet Pymetrics (Harver Games) takes Bias Audit Transparency, which carries 18% of the rubric, and the weighted sum with it. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — Alooba 22, Pymetrics (Harver Games) 80 — and at an 18% weight it carries 56% of the weighted advantage Pymetrics (Harver Games) holds across the 3 criteria on that side of the table.
Vendor profile
Alooba
Alooba sells online skills assessments (auto-graded SQL, Python/R, multiple-choice and data-analysis tests, plus manually graded free-response and one-way video questions) that employers use to screen, benchmark and optionally auto-reject job candidates.
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
Alooba and Pymetrics (Harver Games) are both filed under Assessment AI. They record no secondary category in common.
Both are in scope of NYC LL 144, Illinois HB 3773, EU AI Act, Colorado AI Act and Mobley v. Workday.
| Record | Alooba | Pymetrics (Harver Games) |
|---|---|---|
| Price tier | Low | Enterprise |
| Headquarters | AU | US |
| Founded | 2019 | 2013 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 52% of the movement so far
Bias Audit Transparency
Alooba 22 · Pymetrics (Harver Games) 80
10.4 weighted points to Pymetrics (Harver Games)
20% weight · 82% of the movement so far
Article 11 Technical Documentation
Alooba 40 · Pymetrics (Harver Games) 70
6.0 weighted points to Pymetrics (Harver Games)
15% weight · 93% of the movement so far
Data Governance Disclosure
Alooba 45 · Pymetrics (Harver Games) 60
2.3 weighted points to Pymetrics (Harver Games)
12% weight · 96% of the movement so far
Human Oversight Design
Alooba 55 · Pymetrics (Harver Games) 50
0.6 weighted points to Alooba
15% weight · 98% of the movement so far
FRIA Support
Alooba 28 · Pymetrics (Harver Games) 25
0.4 weighted points to Alooba
8% weight · 99% of the movement so far
Customer Documentation
Alooba 58 · Pymetrics (Harver Games) 55
0.2 weighted points to Alooba
12% weight · 100% of the movement so far
Post-Market Monitoring
Alooba 36 · Pymetrics (Harver Games) 35
0.1 weighted points to Alooba
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -17.3 — the difference between the two totals before either is rounded. Shares are of 20.1 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -18 beside that -17.3.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Alooba minus Pymetrics (Harver Games).
| Category | Weight | Alooba | Pymetrics (Harver Games) | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 40 | 70 | -30 | -6.0 |
| Bias Audit Transparency | 18% | 22 | 80 | -58 | -10.4 |
| FRIA Support | 15% | 28 | 25 | +3 | +0.4 |
| Data Governance Disclosure | 15% | 45 | 60 | -15 | -2.3 |
| Human Oversight Design | 12% | 55 | 50 | +5 | +0.6 |
| Post-Market Monitoring | 12% | 36 | 35 | +1 | +0.1 |
| Customer Documentation | 8% | 58 | 55 | +3 | +0.2 |
| Total | 100% | 38 (F) | 56 (F) | -18 | -17.3 |
§ 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 | Alooba | Pymetrics (Harver Games) | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 5 | 1 | Sources on the vendor's own domain | 2 | 0 | Sources on a separate domain |
| Bias Audit Transparency | 18% | 3 | 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% | 5 | 1 | Sources on the vendor's own domain | 1 | 0 | Sources on a separate domain |
| Human Oversight Design | 12% | 7 | 0 | Sources on the vendor's own domain | 1 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 1 | Sources on the vendor's own domainSources on a separate domain | 1 | 1 | — |
| Customer Documentation | 8% | 4 | 1 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domainSources on a separate domain |
| All criteria | 100% | 28 | 6 | Sources on the vendor's own domainSources on a separate domain | 9 | 2 | Audit reportSources on the vendor's own domainSources on a separate domain |
Alooba has 34 evidence rows across 7 of 7 criteria — 28 with a source URL, 6 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 Alooba and Pymetrics (Harver Games) sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 45 evidence rows on file for these two vendors: 34 for Alooba, across 3 distinct source domains, and 11 for Pymetrics (Harver Games), across 3 distinct source domains.
- Rubric
- v1.0
- Alooba last reviewed
- September 25, 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