Side-by-side · Rubric v1.0
Cornerstone OnDemand vs Sapia.ai
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.
Substantial gaps
ATS-integrated
Sapia.ai
Structured, text-based chat interview that scores candidates on personality (HEXACO) and competency traits - with no video, audio, or demographic data used.
Substantial gaps
Assessment
The result
Cornerstone OnDemand and Sapia.ai tie at 56.
Cornerstone OnDemand (ATS-integrated) and Sapia.ai (Assessment) tie at 56 under rubric v1.0, arriving there from different criteria. Cornerstone OnDemand leads 2 of the 7 criteria and Sapia.ai 4, with 1 level, yet the two totals land on the same number. Bias Audit Transparency, at 18%, is the heaviest weighted swing and goes to Cornerstone OnDemand (Cornerstone OnDemand 58, Sapia.ai 52), 73% of the weighted advantage it holds, while the widest raw gap is Human Oversight Design, Cornerstone OnDemand 55 to Sapia.ai 62.
Criteria won
7 criteria
- Cornerstone OnDemand2
- Sapia.ai4
- Level1
- Widest raw gap
- Human Oversight Design55 vs 62
- Heaviest weighted swing
- Bias Audit Transparency18% weight
Keep this comparison
Both scores and all 7 criteria, side by side, in your inbox.
The record
Categories, scope and company facts.
Cornerstone OnDemand is filed under ATS-integrated AI, Sapia.ai under Assessment AI. They record no secondary category in common.
Both are in scope of
| Record | Cornerstone OnDemand | Sapia.ai |
|---|---|---|
| Price tier | Enterprise | Enterprise |
| Headquarters | US | AU |
| Founded | 1999 | 2013 |
What decides it
The criteria that move the gap, heaviest swing first.
- 1
Bias Audit Transparency
18% weight32% of the movement so far
Cornerstone OnDemand58Sapia.ai521.1 weighted points to Cornerstone OnDemand
- 2
Human Oversight Design
12% weight57% of the movement so far
Cornerstone OnDemand55Sapia.ai620.8 weighted points to Sapia.ai
- 3
Post-Market Monitoring
12% weight75% of the movement so far
Cornerstone OnDemand45Sapia.ai500.6 weighted points to Sapia.ai
- 4
Article 11 Technical Documentation
20% weight86% of the movement so far
Cornerstone OnDemand72Sapia.ai700.4 weighted points to Cornerstone OnDemand
- 5
Data Governance Disclosure
15% weight95% of the movement so far
Cornerstone OnDemand60Sapia.ai620.3 weighted points to Sapia.ai
- 6
Customer Documentation
8% weight100% of the movement so far
Cornerstone OnDemand60Sapia.ai620.2 weighted points to Sapia.ai
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to -0.4 — the difference between the two totals before either is rounded. Shares are of 3.4 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads 0 beside that -0.4.
Category-by-category
Raw score per criterion, with weighted delta.
Δ is Cornerstone OnDemand minus Sapia.ai, coloured for whichever of the two it favours.
| Category | Weight | Cornerstone OnDemand | Sapia.ai | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 72 | 70 | +2 | +0.4 |
| Bias Audit Transparency | 18% | 58 | 52 | +6 | +1.1 |
| FRIA Support | 15% | 35 | 35 | - | - |
| Data Governance Disclosure | 15% | 60 | 62 | -2 | -0.3 |
| Human Oversight Design | 12% | 55 | 62 | -7 | -0.8 |
| Post-Market Monitoring | 12% | 45 | 50 | -5 | -0.6 |
| Customer Documentation | 8% | 60 | 62 | -2 | -0.2 |
| Total | 100% | 56F | 56F | - | -0.4 |
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 | Sapia.ai | ||||
|---|---|---|---|---|---|---|---|
| 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 | 2 | 1 | Audit reportSources on the vendor's own domainSources 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 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 2 | 1 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 2 | 1 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 3 | 0 | Sources on the vendor's own domain | 2 | 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 | 4 | 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; Sapia.ai has 20 evidence rows across 7 of 7 criteria — 16 with a source URL, 4 documented absences; some documentation or audit rows for Cornerstone OnDemand and Sapia.ai sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 40 evidence rows on file for these two vendors: 20 for Cornerstone OnDemand, across 2 distinct source domains, and 20 for Sapia.ai, across 2 distinct source domains.
- Rubric
- v1.0
- Cornerstone OnDemand last reviewed
- June 7, 2026 · HireAIScore editorial team
- Sapia.ai last reviewed
- June 7, 2026 · HireAIScore editorial team
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