§ The result
Dayforce leads Alooba on all 7 criteria.
Dayforce finishes 19 points clear of Alooba under rubric v1.0 — 57 against 38 — across the ATS-integrated and Assessment cohorts. Dayforce leads every one of the 7 criteria, Alooba none of them, and the closest of the 7 is Post-Market Monitoring, Alooba 36 to Dayforce 47. Article 11 Technical Documentation is the widest raw gap and the heaviest weighted swing at once (Alooba 40, Dayforce 74, 20% weight), but it accounts for only 36% of the weighted advantage Dayforce holds across the 7 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
Dayforce
Dayforce is an enterprise human capital management platform whose Dayforce Recruiting module uses AI to assign letter grades to external job applicants, generate job descriptions, and automate screening and hiring workflows alongside HR, payroll, time, talent, and analytics.
§ The record
Alooba is filed under Assessment AI, Dayforce 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 Alooba is in scope of Mobley v. Workday.
| Record | Alooba | Dayforce |
|---|---|---|
| Price tier | Low | Enterprise |
| Headquarters | AU | US |
| Founded | 2019 | 1992 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 36% of the movement so far
Article 11 Technical Documentation
Alooba 40 · Dayforce 74
6.8 weighted points to Dayforce
18% weight · 55% of the movement so far
Bias Audit Transparency
Alooba 22 · Dayforce 42
3.6 weighted points to Dayforce
15% weight · 70% of the movement so far
Data Governance Disclosure
Alooba 45 · Dayforce 63
2.7 weighted points to Dayforce
15% weight · 80% of the movement so far
FRIA Support
Alooba 28 · Dayforce 40
1.8 weighted points to Dayforce
12% weight · 88% of the movement so far
Human Oversight Design
Alooba 55 · Dayforce 68
1.6 weighted points to Dayforce
12% weight · 95% of the movement so far
Post-Market Monitoring
Alooba 36 · Dayforce 47
1.3 weighted points to Dayforce
8% weight · 100% of the movement so far
Customer Documentation
Alooba 58 · Dayforce 70
1.0 weighted points to Dayforce
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -18.7 — the difference between the two totals before either is rounded. Shares are of 18.7 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -19 beside that -18.7.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Alooba minus Dayforce.
| Category | Weight | Alooba | Dayforce | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 40 | 74 | -34 | -6.8 |
| Bias Audit Transparency | 18% | 22 | 42 | -20 | -3.6 |
| FRIA Support | 15% | 28 | 40 | -12 | -1.8 |
| Data Governance Disclosure | 15% | 45 | 63 | -18 | -2.7 |
| Human Oversight Design | 12% | 55 | 68 | -13 | -1.6 |
| Post-Market Monitoring | 12% | 36 | 47 | -11 | -1.3 |
| Customer Documentation | 8% | 58 | 70 | -12 | -1.0 |
| Total | 100% | 38 (F) | 57 (F) | -19 | -18.7 |
§ 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 | Alooba | Dayforce | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 5 | 1 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 3 | 1 | — | 4 | 1 | Sources on the vendor's own domain |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 5 | 1 | Sources on the vendor's own domain | 4 | 1 | Audit reportSources on the vendor's own domain |
| Human Oversight Design | 12% | 7 | 0 | Sources on the vendor's own domain | 4 | 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 | 4 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 4 | 1 | Sources on the vendor's own domain | 5 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 28 | 6 | Sources on the vendor's own domainSources on a separate domain | 28 | 6 | Audit reportSources on the vendor's own domain |
Alooba has 34 evidence rows across 7 of 7 criteria — 28 with a source URL, 6 documented absences; Dayforce has 34 evidence rows across 7 of 7 criteria — 28 with a source URL, 6 documented absences; some documentation or audit rows for Alooba sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 68 evidence rows on file for these two vendors: 34 for Alooba, across 3 distinct source domains, and 34 for Dayforce, across 1 distinct source domain.
- Rubric
- v1.0
- Alooba last reviewed
- September 25, 2026 · HireAIScore editorial team
- Dayforce last reviewed
- August 2, 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