§ The result
ADP leads Recruiterflow by 12 points.
Both filed under ATS-integrated, ADP and Recruiterflow come out 48 and 36 under rubric v1.0, 12 points in favour of ADP. Recruiterflow takes 2 of the 7 criteria, Human Oversight Design among them, against 5 for ADP, whose share includes Bias Audit Transparency. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — ADP 46, Recruiterflow 18 — and at an 18% weight it carries 40% of the weighted advantage ADP holds across the 5 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
Recruiterflow
Recruiterflow is an ATS and CRM for recruiting agencies and executive search firms. Its AIRA AI layer ranks candidates already in a firm's database against each job with an explainable 0–100 Criteria Score (AIRA Matchmaker, shown as the 'AI Matches' card), and adds natural-language candidate search, external profile sourcing and an AI call notetaker that fills in interview scorecards.
§ The record
ADP and Recruiterflow are both filed under ATS-integrated AI. They record no secondary category in common.
Both are in scope of EU AI Act, NYC LL 144 and Colorado AI Act. Only ADP is in scope of Illinois HB 3773.
| Record | ADP | Recruiterflow |
|---|---|---|
| Price tier | Enterprise | Mid |
| Headquarters | US | US |
| Founded | 1949 | 2017 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 38% of the movement so far
Bias Audit Transparency
ADP 46 · Recruiterflow 18
5.0 weighted points to ADP
20% weight · 68% of the movement so far
Article 11 Technical Documentation
ADP 53 · Recruiterflow 33
4.0 weighted points to ADP
15% weight · 83% of the movement so far
Data Governance Disclosure
ADP 57 · Recruiterflow 44
1.9 weighted points to ADP
12% weight · 94% of the movement so far
Post-Market Monitoring
ADP 45 · Recruiterflow 33
1.4 weighted points to ADP
12% weight · 97% of the movement so far
Human Oversight Design
ADP 55 · Recruiterflow 58
0.4 weighted points to Recruiterflow
15% weight · 99% of the movement so far
FRIA Support
ADP 28 · Recruiterflow 30
0.3 weighted points to Recruiterflow
8% weight · 100% of the movement so far
Customer Documentation
ADP 58 · Recruiterflow 56
0.2 weighted points to ADP
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +11.9 — the difference between the two totals before either is rounded. Shares are of 13.2 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +12 beside that +11.9.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is ADP minus Recruiterflow.
| Category | Weight | ADP | Recruiterflow | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 53 | 33 | +20 | +4.0 |
| Bias Audit Transparency | 18% | 46 | 18 | +28 | +5.0 |
| FRIA Support | 15% | 28 | 30 | -2 | -0.3 |
| Data Governance Disclosure | 15% | 57 | 44 | +13 | +1.9 |
| Human Oversight Design | 12% | 55 | 58 | -3 | -0.4 |
| Post-Market Monitoring | 12% | 45 | 33 | +12 | +1.4 |
| Customer Documentation | 8% | 58 | 56 | +2 | +0.2 |
| Total | 100% | 48 (F) | 36 (F) | +12 | +11.9 |
§ 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 | Recruiterflow | ||||
|---|---|---|---|---|---|---|---|
| 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 | 3 | 1 | Sources on the vendor's own domain |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 4 | 0 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 3 | 0 | Sources on the vendor's own domain | 7 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own 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 | 25 | 6 | 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; Recruiterflow has 31 evidence rows across 7 of 7 criteria — 25 with a source URL, 6 documented absences.
Provenance
The scores above are documented by 54 evidence rows on file for these two vendors: 23 for ADP, across 2 distinct source domains, and 31 for Recruiterflow, across 1 distinct source domain.
- Rubric
- v1.0
- ADP last reviewed
- July 17, 2026 · HireAIScore editorial team
- Recruiterflow last reviewed
- September 25, 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