§ The result
Cornerstone OnDemand leads SeekOut on all 7 criteria.
Cornerstone OnDemand finishes 22 points clear of SeekOut under rubric v1.0 — 56 against 34 — across the ATS-integrated and Sourcing cohorts. Cornerstone OnDemand leads every one of the 7 criteria and 4 of them by 20 raw points or more, Article 11 Technical Documentation among them; SeekOut leads none. Article 11 Technical Documentation is the widest raw gap and the heaviest weighted swing at once (Cornerstone OnDemand 72, SeekOut 35, 20% weight), but it accounts for only 34% 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
SeekOut
Sourcing platform aggregating public profile data into a searchable talent index, with AI-assisted candidate matching and outreach.
§ The record
Cornerstone OnDemand is filed under ATS-integrated AI, SeekOut under Candidate sourcing AI. They record no secondary category in common.
Both are in scope of EU AI Act, NYC LL 144 and Colorado AI Act. Only Cornerstone OnDemand is in scope of Illinois HB 3773 and Mobley v. Workday.
| Record | Cornerstone OnDemand | SeekOut |
|---|---|---|
| Price tier | Enterprise | Enterprise |
| Headquarters | US | US |
| Founded | 1999 | 2017 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 34% of the movement so far
Article 11 Technical Documentation
Cornerstone OnDemand 72 · SeekOut 35
7.4 weighted points to Cornerstone OnDemand
15% weight · 52% of the movement so far
Data Governance Disclosure
Cornerstone OnDemand 60 · SeekOut 35
3.8 weighted points to Cornerstone OnDemand
18% weight · 67% of the movement so far
Bias Audit Transparency
Cornerstone OnDemand 58 · SeekOut 40
3.2 weighted points to Cornerstone OnDemand
12% weight · 78% of the movement so far
Post-Market Monitoring
Cornerstone OnDemand 45 · SeekOut 25
2.4 weighted points to Cornerstone OnDemand
8% weight · 87% of the movement so far
Customer Documentation
Cornerstone OnDemand 60 · SeekOut 35
2.0 weighted points to Cornerstone OnDemand
15% weight · 94% of the movement so far
FRIA Support
Cornerstone OnDemand 35 · SeekOut 25
1.5 weighted points to Cornerstone OnDemand
12% weight · 100% of the movement so far
Human Oversight Design
Cornerstone OnDemand 55 · SeekOut 45
1.2 weighted points to Cornerstone OnDemand
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +21.5 — the difference between the two totals before either is rounded. Shares are of 21.5 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +22 beside that +21.5.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Cornerstone OnDemand minus SeekOut.
| Category | Weight | Cornerstone OnDemand | SeekOut | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 72 | 35 | +37 | +7.4 |
| Bias Audit Transparency | 18% | 58 | 40 | +18 | +3.2 |
| FRIA Support | 15% | 35 | 25 | +10 | +1.5 |
| Data Governance Disclosure | 15% | 60 | 35 | +25 | +3.8 |
| Human Oversight Design | 12% | 55 | 45 | +10 | +1.2 |
| Post-Market Monitoring | 12% | 45 | 25 | +20 | +2.4 |
| Customer Documentation | 8% | 60 | 35 | +25 | +2.0 |
| Total | 100% | 56 (F) | 34 (F) | +22 | +21.5 |
§ 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 | SeekOut | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 3 | 0 | Audit reportSources on the vendor's own domain | 1 | 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 | 1 | 1 | — |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 0 | 1 | — |
| Data Governance Disclosure | 15% | 2 | 1 | Sources on the vendor's own domain | 1 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 2 | 1 | Sources on the vendor's own domain | 1 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 2 | 1 | Sources on the vendor's own domain | 0 | 1 | — |
| Customer Documentation | 8% | 3 | 0 | Sources on the vendor's own domain | 1 | 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 | 5 | 4 | Sources on the vendor's own domain |
Cornerstone OnDemand has 20 evidence rows across 7 of 7 criteria — 15 with a source URL, 5 documented absences; SeekOut has 9 evidence rows across 7 of 7 criteria — 5 with a source URL, 4 documented absences; some documentation or audit rows for Cornerstone OnDemand sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 29 evidence rows on file for these two vendors: 20 for Cornerstone OnDemand, across 2 distinct source domains, and 9 for SeekOut, across 1 distinct source domain.
- Rubric
- v1.0
- Cornerstone OnDemand last reviewed
- June 7, 2026 · HireAIScore editorial team
- SeekOut last reviewed
- May 21, 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