§ The result
Paycom leads impress.ai on all 7 criteria.
Paycom sits 12 points above impress.ai under rubric v1.0 — 50 against 38 — with Paycom filed under ATS-integrated and impress.ai under Screening. Paycom leads every one of the 7 criteria, impress.ai none of them, and the closest of the 7 is Customer Documentation, impress.ai 58 to Paycom 60. Article 11 Technical Documentation is both the widest raw gap and the heaviest weighted swing — impress.ai 35, Paycom 68 — and at a 20% weight it carries 53% of the weighted advantage Paycom holds across the 7 criteria on that side of the table.
Vendor profile
impress.ai
impress.ai is a Singapore-headquartered recruitment automation platform that uses conversational AI assistants, resume parsing and scoring, and structured competency-based screening to filter, rank and shortlist job candidates, integrating with enterprise ATS systems.
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).
§ The record
impress.ai is filed under Screening AI, Paycom under ATS-integrated AI. They record no secondary category in common.
Both are in scope of EU AI Act, NYC LL 144, Illinois HB 3773 and Colorado AI Act. Only impress.ai is in scope of Mobley v. Workday.
| Record | impress.ai | Paycom |
|---|---|---|
| Price tier | High | Enterprise |
| Headquarters | SG | US |
| Founded | 2017 | 1998 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 53% of the movement so far
Article 11 Technical Documentation
impress.ai 35 · Paycom 68
6.6 weighted points to Paycom
18% weight · 76% of the movement so far
Bias Audit Transparency
impress.ai 22 · Paycom 38
2.9 weighted points to Paycom
15% weight · 84% of the movement so far
Data Governance Disclosure
impress.ai 55 · Paycom 62
1.1 weighted points to Paycom
15% weight · 90% of the movement so far
FRIA Support
impress.ai 25 · Paycom 30
0.8 weighted points to Paycom
12% weight · 96% of the movement so far
Post-Market Monitoring
impress.ai 32 · Paycom 38
0.7 weighted points to Paycom
12% weight · 99% of the movement so far
Human Oversight Design
impress.ai 52 · Paycom 55
0.4 weighted points to Paycom
8% weight · 100% of the movement so far
Customer Documentation
impress.ai 58 · Paycom 60
0.2 weighted points to Paycom
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -12.5 — the difference between the two totals before either is rounded. Shares are of 12.5 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 -12.5.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is impress.ai minus Paycom.
| Category | Weight | impress.ai | Paycom | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 35 | 68 | -33 | -6.6 |
| Bias Audit Transparency | 18% | 22 | 38 | -16 | -2.9 |
| FRIA Support | 15% | 25 | 30 | -5 | -0.8 |
| Data Governance Disclosure | 15% | 55 | 62 | -7 | -1.1 |
| Human Oversight Design | 12% | 52 | 55 | -3 | -0.4 |
| Post-Market Monitoring | 12% | 32 | 38 | -6 | -0.7 |
| Customer Documentation | 8% | 58 | 60 | -2 | -0.2 |
| Total | 100% | 38 (F) | 50 (F) | -12 | -12.5 |
§ 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 | impress.ai | Paycom | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 2 | 1 | Sources on the vendor's own domain | 2 | 1 | Audit reportSources on the vendor's own domain |
| FRIA Support | 15% | 2 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 2 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 3 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 4 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 18 | 7 | Sources on the vendor's own domain | 13 | 7 | Audit reportSources on the vendor's own domain |
impress.ai has 25 evidence rows across 7 of 7 criteria — 18 with a source URL, 7 documented absences; Paycom has 20 evidence rows across 7 of 7 criteria — 13 with a source URL, 7 documented absences.
Provenance
The scores above are documented by 45 evidence rows on file for these two vendors: 25 for impress.ai, across 1 distinct source domain, and 20 for Paycom, across 1 distinct source domain.
- Rubric
- v1.0
- impress.ai last reviewed
- August 2, 2026 · HireAIScore editorial team
- Paycom 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