§ The result
4 points separate Codility and Paycom.
Codility (Assessment) edges Paycom (ATS-integrated) by 4 points under rubric v1.0, 54 to 50. Codility leads 5 of the 7 criteria, including FRIA Support, while Paycom leads 2, including Article 11 Technical Documentation. FRIA Support is the widest raw gap and the heaviest weighted swing at once (Codility 42, Paycom 30, 15% weight), but it accounts for only 31% of the weighted advantage Codility holds across the 5 criteria on that side of the table.
Vendor profile
Codility
Codility is a technical/coding assessment platform that screens and interviews software engineers with work-sample coding tests, live technical interviews, and integrity tooling including plagiarism and AI-use detection.
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
Codility is filed under Assessment AI, Paycom under ATS-integrated AI. They also share 1 secondary category: Screening.
Both are in scope of NYC LL 144, Illinois HB 3773, EU AI Act and Colorado AI Act. Only Codility is in scope of Mobley v. Workday.
| Record | Codility | Paycom |
|---|---|---|
| Price tier | High | Enterprise |
| Headquarters | GB | US |
| Founded | 2009 | 1998 |
§ What decides it
The criteria that move the gap, heaviest swing first.
15% weight · 22% of the movement so far
FRIA Support
Codility 42 · Paycom 30
1.8 weighted points to Codility
20% weight · 42% of the movement so far
Article 11 Technical Documentation
Codility 60 · Paycom 68
1.6 weighted points to Paycom
12% weight · 59% of the movement so far
Post-Market Monitoring
Codility 50 · Paycom 38
1.4 weighted points to Codility
18% weight · 75% of the movement so far
Bias Audit Transparency
Codility 45 · Paycom 38
1.3 weighted points to Codility
12% weight · 85% of the movement so far
Human Oversight Design
Codility 62 · Paycom 55
0.8 weighted points to Codility
15% weight · 94% of the movement so far
Data Governance Disclosure
Codility 57 · Paycom 62
0.8 weighted points to Paycom
8% weight · 100% of the movement so far
Customer Documentation
Codility 66 · Paycom 60
0.5 weighted points to Codility
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +3.5 — the difference between the two totals before either is rounded. Shares are of 8.2 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +4 beside that +3.5.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Codility minus Paycom.
| Category | Weight | Codility | Paycom | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 60 | 68 | -8 | -1.6 |
| Bias Audit Transparency | 18% | 45 | 38 | +7 | +1.3 |
| FRIA Support | 15% | 42 | 30 | +12 | +1.8 |
| Data Governance Disclosure | 15% | 57 | 62 | -5 | -0.8 |
| Human Oversight Design | 12% | 62 | 55 | +7 | +0.8 |
| Post-Market Monitoring | 12% | 50 | 38 | +12 | +1.4 |
| Customer Documentation | 8% | 66 | 60 | +6 | +0.5 |
| Total | 100% | 54 (F) | 50 (F) | +4 | +3.5 |
§ 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 | Codility | 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% | 1 | 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 | 0 | Sources on the vendor's own 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% | 16 | 4 | Sources on the vendor's own domain | 13 | 7 | Audit reportSources on the vendor's own domain |
Codility has 20 evidence rows across 7 of 7 criteria — 16 with a source URL, 4 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 40 evidence rows on file for these two vendors: 20 for Codility, across 1 distinct source domain, and 20 for Paycom, across 1 distinct source domain.
- Rubric
- v1.0
- Codility last reviewed
- July 17, 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