§ The result
1 point separates Jobma and ADP.
Jobma (Video interview) edges ADP (ATS-integrated) by 1 point under rubric v1.0, 49 to 48. Jobma leads 4 of the 7 criteria, including FRIA Support, while ADP leads 3, including Bias Audit Transparency. The heaviest weighted swing runs the other way — ADP takes Bias Audit Transparency at 18%, ADP 46 to Jobma 40, 80% of the weighted advantage ADP holds — while the widest raw gap sits on FRIA Support, ADP 28 to Jobma 35.
Vendor profile
ADP
ADP is an enterprise human capital management and payroll provider whose recruiting suite uses AI to parse, rank, and match job applicants via its Candidate Relevancy tool, ADP Assist generative-AI assistant/job-description generator, and skills intelligence.
Vendor profile
Jobma
AI video interviewing platform offering one-way (pre-recorded), live, and agentic AI interviews with automated transcription and AI scoring of candidate video, audio, and written responses as recruiter decision-support.
§ The record
ADP is filed under ATS-integrated AI, Jobma under Video interview AI. They also share 1 secondary category: Screening.
Both are in scope of EU AI Act, NYC LL 144, Colorado AI Act and Illinois HB 3773. Only Jobma is in scope of Mobley v. Workday.
| Record | ADP | Jobma |
|---|---|---|
| Price tier | Enterprise | Mid |
| Headquarters | US | US |
| Founded | 1949 | 2012 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 29% of the movement so far
Bias Audit Transparency
ADP 46 · Jobma 40
1.1 weighted points to ADP
15% weight · 57% of the movement so far
FRIA Support
ADP 28 · Jobma 35
1.1 weighted points to Jobma
12% weight · 73% of the movement so far
Human Oversight Design
ADP 55 · Jobma 60
0.6 weighted points to Jobma
20% weight · 84% of the movement so far
Article 11 Technical Documentation
ADP 53 · Jobma 55
0.4 weighted points to Jobma
8% weight · 93% of the movement so far
Customer Documentation
ADP 58 · Jobma 62
0.3 weighted points to Jobma
15% weight · 97% of the movement so far
Data Governance Disclosure
ADP 57 · Jobma 56
0.1 weighted points to ADP
12% weight · 100% of the movement so far
Post-Market Monitoring
ADP 45 · Jobma 44
0.1 weighted points to ADP
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -1.0 — 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 -1 beside that -1.0.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is ADP minus Jobma.
| Category | Weight | ADP | Jobma | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 53 | 55 | -2 | -0.4 |
| Bias Audit Transparency | 18% | 46 | 40 | +6 | +1.1 |
| FRIA Support | 15% | 28 | 35 | -7 | -1.1 |
| Data Governance Disclosure | 15% | 57 | 56 | +1 | +0.1 |
| Human Oversight Design | 12% | 55 | 60 | -5 | -0.6 |
| Post-Market Monitoring | 12% | 45 | 44 | +1 | +0.1 |
| Customer Documentation | 8% | 58 | 62 | -4 | -0.3 |
| Total | 100% | 48 (F) | 49 (F) | -1 | -1.0 |
§ 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 | ADP | Jobma | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 2 | 1 | Sources on the vendor's own domain | 1 | 1 | — |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 4 | 0 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 3 | 0 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 1 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 3 | 1 | Sources on the vendor's own domain | 4 | 0 | Sources on the vendor's own domain |
| All criteria | 100% | 18 | 5 | Sources on the vendor's own domain | 17 | 4 | Sources on the vendor's own domain |
ADP has 23 evidence rows across 7 of 7 criteria — 18 with a source URL, 5 documented absences; Jobma has 21 evidence rows across 7 of 7 criteria — 17 with a source URL, 4 documented absences.
Provenance
The scores above are documented by 44 evidence rows on file for these two vendors: 23 for ADP, across 2 distinct source domains, and 21 for Jobma, across 1 distinct source domain.
- Rubric
- v1.0
- ADP last reviewed
- July 17, 2026 · HireAIScore editorial team
- Jobma last reviewed
- July 17, 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