§ The result
iMocha leads ADP by 8 points.
iMocha scores 56 and ADP 48 under rubric v1.0, an 8-point gap across the Assessment and ATS-integrated cohorts. iMocha leads 6 of the 7 criteria, including Article 11 Technical Documentation, while ADP leads 1, including Bias Audit Transparency. Article 11 Technical Documentation is the widest raw gap and the heaviest weighted swing at once (ADP 53, iMocha 68, 20% weight), but it accounts for only 38% of the weighted advantage iMocha holds across the 6 criteria on that side of the table.
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
iMocha
iMocha is an AI-powered skills assessment and skills-intelligence platform that evaluates candidates and employees across technical, cognitive, coding, and soft skills for hiring and internal talent management, including AI-based coding simulators and an AI video interviewer (Tara).
§ The record
ADP is filed under ATS-integrated AI, iMocha under Assessment 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 iMocha is in scope of Mobley v. Workday.
| Record | ADP | iMocha |
|---|---|---|
| Price tier | Enterprise | Mid |
| Headquarters | US | IN |
| Founded | 1949 | 2015 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 36% of the movement so far
Article 11 Technical Documentation
ADP 53 · iMocha 68
3.0 weighted points to iMocha
15% weight · 54% of the movement so far
FRIA Support
ADP 28 · iMocha 38
1.5 weighted points to iMocha
15% weight · 71% of the movement so far
Data Governance Disclosure
ADP 57 · iMocha 66
1.3 weighted points to iMocha
12% weight · 84% of the movement so far
Human Oversight Design
ADP 55 · iMocha 64
1.1 weighted points to iMocha
8% weight · 91% of the movement so far
Customer Documentation
ADP 58 · iMocha 66
0.6 weighted points to iMocha
18% weight · 96% of the movement so far
Bias Audit Transparency
ADP 46 · iMocha 44
0.4 weighted points to ADP
12% weight · 100% of the movement so far
Post-Market Monitoring
ADP 45 · iMocha 48
0.4 weighted points to iMocha
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -7.6 — the difference between the two totals before either is rounded. Shares are of 8.3 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -8 beside that -7.6.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is ADP minus iMocha.
| Category | Weight | ADP | iMocha | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 53 | 68 | -15 | -3.0 |
| Bias Audit Transparency | 18% | 46 | 44 | +2 | +0.4 |
| FRIA Support | 15% | 28 | 38 | -10 | -1.5 |
| Data Governance Disclosure | 15% | 57 | 66 | -9 | -1.3 |
| Human Oversight Design | 12% | 55 | 64 | -9 | -1.1 |
| Post-Market Monitoring | 12% | 45 | 48 | -3 | -0.4 |
| Customer Documentation | 8% | 58 | 66 | -8 | -0.6 |
| Total | 100% | 48 (F) | 56 (F) | -8 | -7.6 |
§ 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 | ADP | iMocha | ||||
|---|---|---|---|---|---|---|---|
| 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 domainSources on a separate domain |
| Bias Audit Transparency | 18% | 2 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on a separate domain |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domainSources on a separate domain |
| Data Governance Disclosure | 15% | 4 | 0 | Sources on the vendor's own domain | 4 | 0 | Audit reportSources on the vendor's own domainSources on a separate domain |
| Human Oversight Design | 12% | 3 | 0 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domainSources on a separate domain |
| Post-Market Monitoring | 12% | 3 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domainSources on a separate domain |
| Customer Documentation | 8% | 3 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 18 | 5 | Sources on the vendor's own domain | 21 | 5 | Audit reportSources on the vendor's own domainSources on a separate domain |
ADP has 23 evidence rows across 7 of 7 criteria — 18 with a source URL, 5 documented absences; iMocha has 26 evidence rows across 7 of 7 criteria — 21 with a source URL, 5 documented absences; some documentation or audit rows for iMocha sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 49 evidence rows on file for these two vendors: 23 for ADP, across 2 distinct source domains, and 26 for iMocha, across 2 distinct source domains.
- Rubric
- v1.0
- ADP last reviewed
- July 17, 2026 · HireAIScore editorial team
- iMocha 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