§ The result
Cornerstone OnDemand leads Ribbon on 6 of the 7 criteria.
Cornerstone OnDemand sits 13 points above Ribbon under rubric v1.0 — 56 against 43 — with Cornerstone OnDemand filed under ATS-integrated and Ribbon under Screening. Cornerstone OnDemand leads 6 of the 7 criteria and the remaining criterion is level, so Ribbon is ahead on none of them; the closest of the 6 Cornerstone OnDemand leads is FRIA Support, Cornerstone OnDemand 35 to Ribbon 33. One criterion, Article 11 Technical Documentation, is both the widest raw gap (Cornerstone OnDemand 72, Ribbon 42) and the heaviest weighted swing, and at 20% weight it makes up 48% of the weighted advantage Cornerstone OnDemand holds across the 6 criteria it leads.
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
Ribbon
Ribbon is an AI recruiter that runs voice and video screening interviews with applicants around the clock, scores each interview against default and custom rubrics, ranks candidates for recruiter review, and syncs the results to 60+ applicant tracking systems.
§ The record
Cornerstone OnDemand is filed under ATS-integrated AI, Ribbon under Screening 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 | Ribbon |
|---|---|---|
| Price tier | Enterprise | Low |
| Headquarters | US | CA |
| Founded | 1999 | 2020 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 48% of the movement so far
Article 11 Technical Documentation
Cornerstone OnDemand 72 · Ribbon 42
6.0 weighted points to Cornerstone OnDemand
18% weight · 77% of the movement so far
Bias Audit Transparency
Cornerstone OnDemand 58 · Ribbon 38
3.6 weighted points to Cornerstone OnDemand
15% weight · 89% of the movement so far
Data Governance Disclosure
Cornerstone OnDemand 60 · Ribbon 50
1.5 weighted points to Cornerstone OnDemand
12% weight · 96% of the movement so far
Post-Market Monitoring
Cornerstone OnDemand 45 · Ribbon 37
1.0 weighted points to Cornerstone OnDemand
15% weight · 99% of the movement so far
FRIA Support
Cornerstone OnDemand 35 · Ribbon 33
0.3 weighted points to Cornerstone OnDemand
8% weight · 100% of the movement so far
Customer Documentation
Cornerstone OnDemand 60 · Ribbon 58
0.2 weighted points to Cornerstone OnDemand
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +12.5 — the difference between the two totals before either is rounded. Shares are of 12.5 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +13 beside that +12.5.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Cornerstone OnDemand minus Ribbon.
| Category | Weight | Cornerstone OnDemand | Ribbon | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 72 | 42 | +30 | +6.0 |
| Bias Audit Transparency | 18% | 58 | 38 | +20 | +3.6 |
| FRIA Support | 15% | 35 | 33 | +2 | +0.3 |
| Data Governance Disclosure | 15% | 60 | 50 | +10 | +1.5 |
| Human Oversight Design | 12% | 55 | 55 | - | - |
| Post-Market Monitoring | 12% | 45 | 37 | +8 | +1.0 |
| Customer Documentation | 8% | 60 | 58 | +2 | +0.2 |
| Total | 100% | 56 (F) | 43 (F) | +13 | +12.5 |
§ 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 | Ribbon | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 3 | 0 | Audit reportSources on the vendor's own domain | 3 | 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 | 4 | 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 | 6 | 0 | Sources on the vendor's own domainSources on a separate domain |
| Human Oversight Design | 12% | 2 | 1 | Sources on the vendor's own domain | 6 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 2 | 1 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 3 | 0 | Sources on the vendor's own domain | 5 | 0 | Sources on the vendor's own domain |
| All criteria | 100% | 15 | 5 | Audit reportSources on the vendor's own domainSources on a separate domain | 31 | 4 | Sources 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; Ribbon has 35 evidence rows across 7 of 7 criteria — 31 with a source URL, 4 documented absences; some documentation or audit rows for Cornerstone OnDemand and Ribbon sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 55 evidence rows on file for these two vendors: 20 for Cornerstone OnDemand, across 2 distinct source domains, and 35 for Ribbon, across 2 distinct source domains.
- Rubric
- v1.0
- Cornerstone OnDemand last reviewed
- June 7, 2026 · HireAIScore editorial team
- Ribbon 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