§ The result
CodeSignal takes the total, Recruitly takes more of the criteria.
CodeSignal holds a 2-point edge over Recruitly under rubric v1.0, 43 to 41, across the Assessment and ATS-integrated cohorts. Recruitly leads more of the criteria, 4 against 3 for CodeSignal, yet CodeSignal takes Bias Audit Transparency, which carries 18% of the rubric, and the weighted sum with it. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — CodeSignal 45, Recruitly 15 — and at an 18% weight it carries 83% of the weighted advantage CodeSignal holds across the 3 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
Recruitly
Recruitly is an all-in-one ATS and CRM for recruitment agencies. It includes AI candidate matching, which ranks candidates against live jobs and shows its reasons, and AI application review, which scores and explains each applicant against the job spec. It also offers external profile sourcing, CV parsing, an AI phone system and an AI meeting assistant.
§ The record
CodeSignal is filed under Assessment AI, Recruitly 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 | Recruitly |
|---|---|---|
| Price tier | Enterprise | Low |
| Headquarters | US | AE |
| Founded | 2015 | 2015 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 50% of the movement so far
Bias Audit Transparency
CodeSignal 45 · Recruitly 15
5.4 weighted points to CodeSignal
15% weight · 64% of the movement so far
FRIA Support
CodeSignal 25 · Recruitly 35
1.5 weighted points to Recruitly
20% weight · 77% of the movement so far
Article 11 Technical Documentation
CodeSignal 38 · Recruitly 45
1.4 weighted points to Recruitly
12% weight · 85% of the movement so far
Post-Market Monitoring
CodeSignal 38 · Recruitly 45
0.8 weighted points to Recruitly
15% weight · 91% of the movement so far
Data Governance Disclosure
CodeSignal 50 · Recruitly 45
0.8 weighted points to CodeSignal
12% weight · 97% of the movement so far
Human Oversight Design
CodeSignal 55 · Recruitly 60
0.6 weighted points to Recruitly
8% weight · 100% of the movement so far
Customer Documentation
CodeSignal 62 · Recruitly 58
0.3 weighted points to CodeSignal
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +2.1 — the difference between the two totals before either is rounded. Shares are of 10.8 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +2 beside that +2.1.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is CodeSignal minus Recruitly.
| Category | Weight | CodeSignal | Recruitly | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 38 | 45 | -7 | -1.4 |
| Bias Audit Transparency | 18% | 45 | 15 | +30 | +5.4 |
| FRIA Support | 15% | 25 | 35 | -10 | -1.5 |
| Data Governance Disclosure | 15% | 50 | 45 | +5 | +0.8 |
| Human Oversight Design | 12% | 55 | 60 | -5 | -0.6 |
| Post-Market Monitoring | 12% | 38 | 45 | -7 | -0.8 |
| Customer Documentation | 8% | 62 | 58 | +4 | +0.3 |
| Total | 100% | 43 (F) | 41 (F) | +2 | +2.1 |
§ 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 | Recruitly | ||||
|---|---|---|---|---|---|---|---|
| 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 domain |
| Bias Audit Transparency | 18% | 2 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 2 | 1 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 3 | 0 | Sources on the vendor's own domain | 7 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 2 | 1 | Sources on the vendor's own domain | 6 | 0 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 3 | 0 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 15 | 5 | Sources on the vendor's own domain | 32 | 5 | Sources on the vendor's own domain |
CodeSignal has 20 evidence rows across 7 of 7 criteria — 15 with a source URL, 5 documented absences; Recruitly has 37 evidence rows across 7 of 7 criteria — 32 with a source URL, 5 documented absences.
Provenance
The scores above are documented by 57 evidence rows on file for these two vendors: 20 for CodeSignal, across 1 distinct source domain, and 37 for Recruitly, across 3 distinct source domains.
- Rubric
- v1.0
- CodeSignal last reviewed
- June 7, 2026 · HireAIScore editorial team
- Recruitly 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