§ The result
SAP SuccessFactors Recruiting leads CodeSignal by 10 points.
SAP SuccessFactors Recruiting sits 10 points above CodeSignal under rubric v1.0 — 53 against 43 — with SAP SuccessFactors Recruiting filed under ATS-integrated and CodeSignal under Assessment. SAP SuccessFactors Recruiting leads 5 of the 7 criteria, including Article 11 Technical Documentation, while CodeSignal leads 1, including Bias Audit Transparency, and 1 is level. Article 11 Technical Documentation is both the widest raw gap and the heaviest weighted swing — CodeSignal 38, SAP SuccessFactors Recruiting 70 — and at a 20% weight it carries 61% of the weighted advantage SAP SuccessFactors Recruiting holds across the 5 criteria on that side of the table.
Vendor profile
CodeSignal
CodeSignal is a technical skills assessment and interview platform for developer hiring that adds AI features including an AI Interviewer, AI-assisted/agentic coding assessments, and AI-plus-human proctoring.
Vendor profile
SAP SuccessFactors Recruiting
SAP SuccessFactors Recruiting is the recruiting module of SAP's cloud HCM suite, using AI (career-site skills matching, job-description generation, resume skills extraction and stack-ranking of applicants) delivered under SAP Business AI and the Joule assistant.
§ The record
CodeSignal is filed under Assessment AI, SAP SuccessFactors Recruiting 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 CodeSignal is in scope of Mobley v. Workday.
| Record | CodeSignal | SAP SuccessFactors Recruiting |
|---|---|---|
| Price tier | Enterprise | Enterprise |
| Headquarters | US | DE |
| Founded | 2015 | 1972 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 56% of the movement so far
Article 11 Technical Documentation
CodeSignal 38 · SAP SuccessFactors Recruiting 70
6.4 weighted points to SAP SuccessFactors Recruiting
15% weight · 69% of the movement so far
FRIA Support
CodeSignal 25 · SAP SuccessFactors Recruiting 35
1.5 weighted points to SAP SuccessFactors Recruiting
15% weight · 83% of the movement so far
Data Governance Disclosure
CodeSignal 50 · SAP SuccessFactors Recruiting 60
1.5 weighted points to SAP SuccessFactors Recruiting
18% weight · 91% of the movement so far
Bias Audit Transparency
CodeSignal 45 · SAP SuccessFactors Recruiting 40
0.9 weighted points to CodeSignal
12% weight · 98% of the movement so far
Human Oversight Design
CodeSignal 55 · SAP SuccessFactors Recruiting 62
0.8 weighted points to SAP SuccessFactors Recruiting
12% weight · 100% of the movement so far
Post-Market Monitoring
CodeSignal 38 · SAP SuccessFactors Recruiting 40
0.2 weighted points to SAP SuccessFactors Recruiting
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to -9.6 — the difference between the two totals before either is rounded. Shares are of 11.4 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -10 beside that -9.6.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is CodeSignal minus SAP SuccessFactors Recruiting.
| Category | Weight | CodeSignal | SAP SuccessFactors Recruiting | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 38 | 70 | -32 | -6.4 |
| Bias Audit Transparency | 18% | 45 | 40 | +5 | +0.9 |
| FRIA Support | 15% | 25 | 35 | -10 | -1.5 |
| Data Governance Disclosure | 15% | 50 | 60 | -10 | -1.5 |
| Human Oversight Design | 12% | 55 | 62 | -7 | -0.8 |
| Post-Market Monitoring | 12% | 38 | 40 | -2 | -0.2 |
| Customer Documentation | 8% | 62 | 62 | - | - |
| Total | 100% | 43 (F) | 53 (F) | -10 | -9.6 |
§ 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 | CodeSignal | SAP SuccessFactors Recruiting | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 4 | 1 | Audit reportSources on the vendor's own domain |
| Bias Audit Transparency | 18% | 2 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on a separate 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 | 0 | Audit reportSources on the vendor's own domain |
| Human Oversight Design | 12% | 3 | 0 | Sources on the vendor's own domain | 3 | 0 | Sources on a separate domain |
| Post-Market Monitoring | 12% | 2 | 1 | Sources on the vendor's own domain | 2 | 1 | Audit reportSources on the vendor's own domain |
| Customer Documentation | 8% | 3 | 0 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 15 | 5 | Sources on the vendor's own domain | 17 | 5 | Audit reportSources on the vendor's own domainSources on a separate domain |
CodeSignal has 20 evidence rows across 7 of 7 criteria — 15 with a source URL, 5 documented absences; SAP SuccessFactors Recruiting has 22 evidence rows across 7 of 7 criteria — 17 with a source URL, 5 documented absences; some documentation or audit rows for SAP SuccessFactors Recruiting sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 42 evidence rows on file for these two vendors: 20 for CodeSignal, across 1 distinct source domain, and 22 for SAP SuccessFactors Recruiting, across 3 distinct source domains.
- Rubric
- v1.0
- CodeSignal last reviewed
- June 7, 2026 · HireAIScore editorial team
- SAP SuccessFactors Recruiting last reviewed
- June 7, 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.