§ The result
2 points separate Darwinbox and Retorio.
Darwinbox holds a 2-point edge over Retorio under rubric v1.0, 46 to 44, across the ATS-integrated and Assessment cohorts. Darwinbox leads 5 of the 7 criteria, including Article 11 Technical Documentation, while Retorio leads 1, including Bias Audit Transparency, and 1 is level. Bias Audit Transparency is at once the widest raw gap and the heaviest weighted swing, and it belongs to Retorio — Darwinbox 28, Retorio 40, on an 18% weight — which is 100% of the weighted advantage Retorio holds across the 1 criterion on that side of the table.
Vendor profile
Darwinbox
Darwinbox is an enterprise HCM suite whose recruitment module uses Darwinbox Sense AI (now sold inside its Cortex agent platform) to parse resumes, stack-rank and recommend candidates with stated fit reasoning, run screening and shortlisting agents, and give candidates an assistant for job matching, interview details and FAQs.
Vendor profile
Retorio
Video-based AI that analyses words, voice, and facial expression/body language to infer Big Five (OCEAN) personality and behavioural traits.
§ The record
Darwinbox is filed under ATS-integrated AI, Retorio under Assessment AI. They also share 1 secondary category: Screening.
Both are in scope of EU AI Act, NYC LL 144, Colorado AI Act and Illinois HB 3773. Only Retorio is in scope of Mobley v. Workday.
| Record | Darwinbox | Retorio |
|---|---|---|
| Price tier | Enterprise | Mid |
| Headquarters | IN | DE |
| Founded | 2015 | 2018 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 35% of the movement so far
Bias Audit Transparency
Darwinbox 28 · Retorio 40
2.2 weighted points to Retorio
20% weight · 67% of the movement so far
Article 11 Technical Documentation
Darwinbox 60 · Retorio 50
2.0 weighted points to Darwinbox
15% weight · 81% of the movement so far
Data Governance Disclosure
Darwinbox 58 · Retorio 52
0.9 weighted points to Darwinbox
8% weight · 90% of the movement so far
Customer Documentation
Darwinbox 57 · Retorio 50
0.6 weighted points to Darwinbox
12% weight · 96% of the movement so far
Human Oversight Design
Darwinbox 55 · Retorio 52
0.4 weighted points to Darwinbox
12% weight · 100% of the movement so far
Post-Market Monitoring
Darwinbox 35 · Retorio 33
0.2 weighted points to Darwinbox
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +1.9 — the difference between the two totals before either is rounded. Shares are of 6.2 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 +1.9.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Darwinbox minus Retorio.
| Category | Weight | Darwinbox | Retorio | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 60 | 50 | +10 | +2.0 |
| Bias Audit Transparency | 18% | 28 | 40 | -12 | -2.2 |
| FRIA Support | 15% | 30 | 30 | - | - |
| Data Governance Disclosure | 15% | 58 | 52 | +6 | +0.9 |
| Human Oversight Design | 12% | 55 | 52 | +3 | +0.4 |
| Post-Market Monitoring | 12% | 35 | 33 | +2 | +0.2 |
| Customer Documentation | 8% | 57 | 50 | +7 | +0.6 |
| Total | 100% | 46 (F) | 44 (F) | +2 | +1.9 |
§ 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 | Darwinbox | Retorio | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 4 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 3 | 1 | — | 3 | 1 | Audit reportSources 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% | 5 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 4 | 1 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 4 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 24 | 7 | Sources on the vendor's own domain | 16 | 6 | Audit reportSources on the vendor's own domainSources on a separate domain |
Darwinbox has 31 evidence rows across 7 of 7 criteria — 24 with a source URL, 7 documented absences; Retorio has 22 evidence rows across 7 of 7 criteria — 16 with a source URL, 6 documented absences; some documentation or audit rows for Retorio sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 53 evidence rows on file for these two vendors: 31 for Darwinbox, across 1 distinct source domain, and 22 for Retorio, across 4 distinct source domains.
- Rubric
- v1.0
- Darwinbox last reviewed
- September 25, 2026 · HireAIScore editorial team
- Retorio 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.
§ Where next