§ The result
Retorio leads Entelo by 11 points.
Retorio sits 11 points above Entelo under rubric v1.0 — 44 against 33 — with Retorio filed under Assessment and Entelo under Sourcing. Retorio leads 6 of the 7 criteria, including Article 11 Technical Documentation, while Entelo leads 1, including Post-Market Monitoring. Article 11 Technical Documentation is the widest raw gap and the heaviest weighted swing at once (Entelo 30, Retorio 50, 20% weight), but it accounts for only 35% of the weighted advantage Retorio holds across the 6 criteria on that side of the table.
Vendor profile
Entelo
Entelo is an AI-powered talent sourcing and diversity-recruiting platform that aggregates hundreds of millions of public candidate profiles and applies predictive machine-learning models to score, rank, and surface (including underrepresented) candidates for recruiters.
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
Entelo is filed under Candidate sourcing AI, Retorio under Assessment AI. They also share 1 secondary category: Screening.
Both are in scope of EU AI Act, Colorado AI Act, NYC LL 144 and Illinois HB 3773. Only Retorio is in scope of Mobley v. Workday.
| Record | Entelo | Retorio |
|---|---|---|
| Price tier | Mid | Mid |
| Headquarters | US | DE |
| Founded | 2011 | 2018 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 34% of the movement so far
Article 11 Technical Documentation
Entelo 30 · Retorio 50
4.0 weighted points to Retorio
18% weight · 65% of the movement so far
Bias Audit Transparency
Entelo 20 · Retorio 40
3.6 weighted points to Retorio
12% weight · 76% of the movement so far
Human Oversight Design
Entelo 42 · Retorio 52
1.2 weighted points to Retorio
15% weight · 85% of the movement so far
Data Governance Disclosure
Entelo 45 · Retorio 52
1.1 weighted points to Retorio
8% weight · 91% of the movement so far
Customer Documentation
Entelo 40 · Retorio 50
0.8 weighted points to Retorio
15% weight · 98% of the movement so far
FRIA Support
Entelo 25 · Retorio 30
0.8 weighted points to Retorio
12% weight · 100% of the movement so far
Post-Market Monitoring
Entelo 35 · Retorio 33
0.2 weighted points to Entelo
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -11.2 — the difference between the two totals before either is rounded. Shares are of 11.6 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -11 beside that -11.2.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Entelo minus Retorio.
| Category | Weight | Entelo | Retorio | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 30 | 50 | -20 | -4.0 |
| Bias Audit Transparency | 18% | 20 | 40 | -20 | -3.6 |
| FRIA Support | 15% | 25 | 30 | -5 | -0.8 |
| Data Governance Disclosure | 15% | 45 | 52 | -7 | -1.1 |
| Human Oversight Design | 12% | 42 | 52 | -10 | -1.2 |
| Post-Market Monitoring | 12% | 35 | 33 | +2 | +0.2 |
| Customer Documentation | 8% | 40 | 50 | -10 | -0.8 |
| Total | 100% | 33 (F) | 44 (F) | -11 | -11.2 |
§ 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 | Entelo | Retorio | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 1 | 1 | — | 2 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 2 | 2 | — | 3 | 1 | Audit reportSources on a separate domain |
| FRIA Support | 15% | 0 | 1 | — | 1 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 1 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 1 | 1 | — | 3 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 2 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 2 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 9 | 8 | Sources on the vendor's own domain | 16 | 6 | Audit reportSources on the vendor's own domainSources on a separate domain |
Entelo has 16 evidence rows across 7 of 7 criteria — 9 with a source URL, 8 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 38 evidence rows on file for these two vendors: 16 for Entelo, across 3 distinct source domains, and 22 for Retorio, across 4 distinct source domains.
- Rubric
- v1.0
- Entelo last reviewed
- June 7, 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