§ The result
ConverzAI takes the total, CodeSignal takes more of the criteria.
ConverzAI holds a 1-point edge over CodeSignal under rubric v1.0, 44 to 43, across the Screening and Assessment cohorts. CodeSignal leads more of the criteria, 4 against 3 for ConverzAI, yet ConverzAI 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, ConverzAI 72 — and at an 18% weight it carries 69% of the weighted advantage ConverzAI 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
ConverzAI
ConverzAI's Virtual Recruiter is an agentic voice, SMS and email AI agent for staffing firms. It contacts applicants within minutes, runs role-specific screening interviews, scores candidates' fit to open jobs and updates the firm's ATS.
§ The record
CodeSignal is filed under Assessment AI, ConverzAI under Screening AI. They record no secondary category in common.
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 | ConverzAI |
|---|---|---|
| Price tier | Enterprise | Mid |
| Headquarters | US | US |
| Founded | 2015 | 2019 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 38% of the movement so far
Bias Audit Transparency
CodeSignal 45 · ConverzAI 72
4.9 weighted points to ConverzAI
20% weight · 51% of the movement so far
Article 11 Technical Documentation
CodeSignal 38 · ConverzAI 30
1.6 weighted points to CodeSignal
15% weight · 63% of the movement so far
Data Governance Disclosure
CodeSignal 50 · ConverzAI 40
1.5 weighted points to CodeSignal
12% weight · 74% of the movement so far
Post-Market Monitoring
CodeSignal 38 · ConverzAI 50
1.4 weighted points to ConverzAI
8% weight · 85% of the movement so far
Customer Documentation
CodeSignal 62 · ConverzAI 45
1.4 weighted points to CodeSignal
12% weight · 94% of the movement so far
Human Oversight Design
CodeSignal 55 · ConverzAI 45
1.2 weighted points to CodeSignal
15% weight · 100% of the movement so far
FRIA Support
CodeSignal 25 · ConverzAI 30
0.8 weighted points to ConverzAI
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -1.4 — the difference between the two totals before either is rounded. Shares are of 12.7 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -1 beside that -1.4.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is CodeSignal minus ConverzAI.
| Category | Weight | CodeSignal | ConverzAI | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 38 | 30 | +8 | +1.6 |
| Bias Audit Transparency | 18% | 45 | 72 | -27 | -4.9 |
| FRIA Support | 15% | 25 | 30 | -5 | -0.8 |
| Data Governance Disclosure | 15% | 50 | 40 | +10 | +1.5 |
| Human Oversight Design | 12% | 55 | 45 | +10 | +1.2 |
| Post-Market Monitoring | 12% | 38 | 50 | -12 | -1.4 |
| Customer Documentation | 8% | 62 | 45 | +17 | +1.4 |
| Total | 100% | 43 (F) | 44 (F) | -1 | -1.4 |
§ 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 | ConverzAI | ||||
|---|---|---|---|---|---|---|---|
| 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 a separate domain |
| Bias Audit Transparency | 18% | 2 | 1 | Sources on the vendor's own domain | 6 | 0 | Audit reportSources on the vendor's own domainSources on a separate domain |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on a separate domain |
| Data Governance Disclosure | 15% | 2 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domainSources on a separate domain |
| Human Oversight Design | 12% | 3 | 0 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 2 | 1 | Sources on the vendor's own domain | 3 | 1 | Audit reportSources on a separate domain |
| Customer Documentation | 8% | 3 | 0 | Sources on the vendor's own domain | 5 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 15 | 5 | Sources on the vendor's own domain | 24 | 6 | 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; ConverzAI has 30 evidence rows across 7 of 7 criteria — 24 with a source URL, 6 documented absences; some documentation or audit rows for ConverzAI sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 50 evidence rows on file for these two vendors: 20 for CodeSignal, across 1 distinct source domain, and 30 for ConverzAI, across 3 distinct source domains.
- Rubric
- v1.0
- CodeSignal last reviewed
- June 7, 2026 · HireAIScore editorial team
- ConverzAI 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