§ The result
1 point separates Paycom and Stepstone.
Paycom holds a 1-point edge over Stepstone under rubric v1.0, 50 to 49, across the ATS-integrated and Screening cohorts. Stepstone takes 2 of the 7 criteria, Bias Audit Transparency among them, against 3 for Paycom, whose share includes Article 11 Technical Documentation, and 2 are level. Article 11 Technical Documentation is both the widest raw gap and the heaviest weighted swing — Paycom 68, Stepstone 55 — and at a 20% weight it carries 68% of the weighted advantage Paycom holds across the 3 criteria on that side of the table.
Vendor profile
Paycom
Paycom is a single-database human capital management and payroll platform whose applicant tracking system automates recruiting with resume parsing, keyword/knockout candidate filtering, automated correspondence, generative job-description writing, and a command-driven AI data-query engine (IWant).
Vendor profile
Stepstone
Stepstone is a German job marketplace whose Stepstone Recruit employer platform includes an AI Screening Agent, which rates each application against requirements taken from the job ad, and a Talent Finder, which recommends candidates from a CV database of more than 4 million profiles.
§ The record
Paycom is filed under ATS-integrated AI, Stepstone under Screening AI. They record no secondary category in common.
Both are in scope of EU AI Act, NYC LL 144, Colorado AI Act and Illinois HB 3773.
| Record | Paycom | Stepstone |
|---|---|---|
| Price tier | Enterprise | Mid |
| Headquarters | US | DE |
| Founded | 1998 | 1996 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 41% of the movement so far
Article 11 Technical Documentation
Paycom 68 · Stepstone 55
2.6 weighted points to Paycom
18% weight · 75% of the movement so far
Bias Audit Transparency
Paycom 38 · Stepstone 50
2.2 weighted points to Stepstone
15% weight · 92% of the movement so far
Data Governance Disclosure
Paycom 62 · Stepstone 55
1.1 weighted points to Paycom
12% weight · 97% of the movement so far
Human Oversight Design
Paycom 55 · Stepstone 58
0.4 weighted points to Stepstone
8% weight · 100% of the movement so far
Customer Documentation
Paycom 60 · Stepstone 58
0.2 weighted points to Paycom
Weighted delta is the raw difference times the criterion weight, so the 5 figures above sum to +1.3 — the difference between the two totals before either is rounded. Shares are of 6.3 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 +1.3.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Paycom minus Stepstone.
| Category | Weight | Paycom | Stepstone | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 68 | 55 | +13 | +2.6 |
| Bias Audit Transparency | 18% | 38 | 50 | -12 | -2.2 |
| FRIA Support | 15% | 30 | 30 | - | - |
| Data Governance Disclosure | 15% | 62 | 55 | +7 | +1.1 |
| Human Oversight Design | 12% | 55 | 58 | -3 | -0.4 |
| Post-Market Monitoring | 12% | 38 | 38 | - | - |
| Customer Documentation | 8% | 60 | 58 | +2 | +0.2 |
| Total | 100% | 50 (F) | 49 (F) | +1 | +1.3 |
§ 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 | Paycom | Stepstone | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 5 | 1 | Sources on the vendor's own domainSources on a separate domain |
| Bias Audit Transparency | 18% | 2 | 1 | Audit reportSources on the vendor's own domain | 3 | 1 | Audit reportSources on a separate 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% | 2 | 1 | Sources on the vendor's own domain | 6 | 0 | Sources on the vendor's own domainSources on a separate domain |
| Human Oversight Design | 12% | 2 | 1 | Sources on the vendor's own domain | 5 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 2 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domainSources on a separate domain |
| Customer Documentation | 8% | 2 | 1 | Sources on the vendor's own domain | 5 | 0 | Sources on the vendor's own domain |
| All criteria | 100% | 13 | 7 | Audit reportSources on the vendor's own domain | 29 | 4 | Audit reportSources on the vendor's own domainSources on a separate domain |
Paycom has 20 evidence rows across 7 of 7 criteria — 13 with a source URL, 7 documented absences; Stepstone has 33 evidence rows across 7 of 7 criteria — 29 with a source URL, 4 documented absences; some documentation or audit rows for Stepstone sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 53 evidence rows on file for these two vendors: 20 for Paycom, across 1 distinct source domain, and 33 for Stepstone, across 6 distinct source domains.
- Rubric
- v1.0
- Paycom last reviewed
- July 17, 2026 · HireAIScore editorial team
- Stepstone 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