§ The result
Cornerstone OnDemand leads Retorio on all 7 criteria.
Cornerstone OnDemand sits 12 points above Retorio under rubric v1.0 — 56 against 44 — with Cornerstone OnDemand filed under ATS-integrated and Retorio under Assessment. Cornerstone OnDemand leads every one of the 7 criteria, Retorio none of them, and the closest of the 7 is Human Oversight Design, Cornerstone OnDemand 55 to Retorio 52. Article 11 Technical Documentation is the widest raw gap and the heaviest weighted swing at once (Cornerstone OnDemand 72, Retorio 50, 20% weight), but it accounts for only 36% of the weighted advantage Cornerstone OnDemand holds across the 7 criteria on that side of the table.
Vendor profile
Cornerstone OnDemand
Cornerstone OnDemand is an enterprise talent-management and learning suite whose Cornerstone Galaxy platform uses AI-driven skills extraction and matching (including the acquired SkyHive Skills Models) to power recruiting, candidate screening, and workforce development.
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
Cornerstone OnDemand is filed under ATS-integrated AI, Retorio under Assessment AI. They record no secondary category in common.
Both are in scope of EU AI Act, NYC LL 144, Colorado AI Act, Illinois HB 3773 and Mobley v. Workday.
| Record | Cornerstone OnDemand | Retorio |
|---|---|---|
| Price tier | Enterprise | Mid |
| Headquarters | US | DE |
| Founded | 1999 | 2018 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 36% of the movement so far
Article 11 Technical Documentation
Cornerstone OnDemand 72 · Retorio 50
4.4 weighted points to Cornerstone OnDemand
18% weight · 63% of the movement so far
Bias Audit Transparency
Cornerstone OnDemand 58 · Retorio 40
3.2 weighted points to Cornerstone OnDemand
12% weight · 74% of the movement so far
Post-Market Monitoring
Cornerstone OnDemand 45 · Retorio 33
1.4 weighted points to Cornerstone OnDemand
15% weight · 84% of the movement so far
Data Governance Disclosure
Cornerstone OnDemand 60 · Retorio 52
1.2 weighted points to Cornerstone OnDemand
8% weight · 91% of the movement so far
Customer Documentation
Cornerstone OnDemand 60 · Retorio 50
0.8 weighted points to Cornerstone OnDemand
15% weight · 97% of the movement so far
FRIA Support
Cornerstone OnDemand 35 · Retorio 30
0.8 weighted points to Cornerstone OnDemand
12% weight · 100% of the movement so far
Human Oversight Design
Cornerstone OnDemand 55 · Retorio 52
0.4 weighted points to Cornerstone OnDemand
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +12.2 — the difference between the two totals before either is rounded. Shares are of 12.2 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +12 beside that +12.2.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Cornerstone OnDemand minus Retorio.
| Category | Weight | Cornerstone OnDemand | Retorio | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 72 | 50 | +22 | +4.4 |
| Bias Audit Transparency | 18% | 58 | 40 | +18 | +3.2 |
| FRIA Support | 15% | 35 | 30 | +5 | +0.8 |
| Data Governance Disclosure | 15% | 60 | 52 | +8 | +1.2 |
| Human Oversight Design | 12% | 55 | 52 | +3 | +0.4 |
| Post-Market Monitoring | 12% | 45 | 33 | +12 | +1.4 |
| Customer Documentation | 8% | 60 | 50 | +10 | +0.8 |
| Total | 100% | 56 (F) | 44 (F) | +12 | +12.2 |
§ 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 | Cornerstone OnDemand | Retorio | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 3 | 0 | Audit reportSources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 2 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain | 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% | 2 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 2 | 1 | Sources on the vendor's own domain | 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% | 3 | 0 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 15 | 5 | Audit reportSources on the vendor's own domainSources on a separate domain | 16 | 6 | Audit reportSources on the vendor's own domainSources on a separate domain |
Cornerstone OnDemand has 20 evidence rows across 7 of 7 criteria — 15 with a source URL, 5 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 Cornerstone OnDemand and Retorio 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 Cornerstone OnDemand, across 2 distinct source domains, and 22 for Retorio, across 4 distinct source domains.
- Rubric
- v1.0
- Cornerstone OnDemand 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