§ The result
Gem leads Paycom by 5 points.
Gem scores 55 and Paycom 50 under rubric v1.0, a 5-point gap across the Sourcing and ATS-integrated cohorts. Gem leads 5 of the 7 criteria, including Bias Audit Transparency, while Paycom leads 2, including Article 11 Technical Documentation. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — Gem 66, Paycom 38 — and at an 18% weight it carries 65% of the weighted advantage Gem holds across the 5 criteria on that side of the table.
Vendor profile
Gem
Gem is an AI-first recruiting platform combining a talent CRM, AI sourcing and outreach automation, candidate engagement, and a newer applicant tracking system with AI-powered application review and ranking.
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
Gem is filed under Candidate sourcing AI, Paycom under ATS-integrated AI. They also share 2 secondary categories: Screening and Scheduling.
Both are in scope of EU AI Act, NYC LL 144, Colorado AI Act and Illinois HB 3773.
| Record | Gem | Paycom |
|---|---|---|
| Price tier | High | Enterprise |
| Headquarters | US | US |
| Founded | 2017 | 1998 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 48% of the movement so far
Bias Audit Transparency
Gem 66 · Paycom 38
5.0 weighted points to Gem
20% weight · 67% of the movement so far
Article 11 Technical Documentation
Gem 58 · Paycom 68
2.0 weighted points to Paycom
12% weight · 77% of the movement so far
Post-Market Monitoring
Gem 47 · Paycom 38
1.1 weighted points to Gem
15% weight · 84% of the movement so far
FRIA Support
Gem 35 · Paycom 30
0.8 weighted points to Gem
15% weight · 92% of the movement so far
Data Governance Disclosure
Gem 57 · Paycom 62
0.8 weighted points to Paycom
12% weight · 98% of the movement so far
Human Oversight Design
Gem 61 · Paycom 55
0.7 weighted points to Gem
8% weight · 100% of the movement so far
Customer Documentation
Gem 62 · Paycom 60
0.2 weighted points to Gem
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +5.0 — the difference between the two totals before either is rounded. Shares are of 10.5 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +5 beside that +5.0.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Gem minus Paycom.
| Category | Weight | Gem | Paycom | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 58 | 68 | -10 | -2.0 |
| Bias Audit Transparency | 18% | 66 | 38 | +28 | +5.0 |
| FRIA Support | 15% | 35 | 30 | +5 | +0.8 |
| Data Governance Disclosure | 15% | 57 | 62 | -5 | -0.8 |
| Human Oversight Design | 12% | 61 | 55 | +6 | +0.7 |
| Post-Market Monitoring | 12% | 47 | 38 | +9 | +1.1 |
| Customer Documentation | 8% | 62 | 60 | +2 | +0.2 |
| Total | 100% | 55 (F) | 50 (F) | +5 | +5.0 |
§ 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 | Gem | Paycom | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain | 2 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 3 | 0 | Audit reportSources on the vendor's own domainSources on a separate 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% | 3 | 0 | Audit reportSources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 3 | 0 | Audit reportSources on the vendor's own domainSources on a separate domain | 2 | 1 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 0 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 3 | 0 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 19 | 2 | Audit reportSources on the vendor's own domainSources on a separate domain | 13 | 7 | Audit reportSources on the vendor's own domain |
Gem has 21 evidence rows across 7 of 7 criteria — 19 with a source URL, 2 documented absences; Paycom has 20 evidence rows across 7 of 7 criteria — 13 with a source URL, 7 documented absences; some documentation or audit rows for Gem sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 41 evidence rows on file for these two vendors: 21 for Gem, across 2 distinct source domains, and 20 for Paycom, across 1 distinct source domain.
- Rubric
- v1.0
- Gem last reviewed
- June 7, 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