Side-by-side · Rubric v1.0
Cornerstone OnDemand vs iMocha
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
iMocha
iMocha is an AI-powered skills assessment and skills-intelligence platform that evaluates candidates and employees across technical, cognitive, coding, and soft skills for hiring and internal talent management, including AI-based coding simulators and an AI video interviewer (Tara).
Substantial gaps
Assessment
The result
Cornerstone OnDemand and iMocha tie at 56.
Cornerstone OnDemand (ATS-integrated) and iMocha (Assessment) tie at 56 under rubric v1.0, arriving there from different criteria. Cornerstone OnDemand leads 2 of the 7 criteria and iMocha 5, yet the two totals land on the same number. One criterion, Bias Audit Transparency, is both the widest raw gap (Cornerstone OnDemand 58, iMocha 44) and the heaviest weighted swing, and at 18% weight it makes up 76% of the weighted advantage Cornerstone OnDemand holds across the 2 criteria it leads.
Criteria won
7 criteria
- Cornerstone OnDemand2
- iMocha5
- Widest raw gap
- Bias Audit Transparency58 vs 44
- 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, iMocha under Assessment AI. They record no secondary category in common.
Both are in scope of
| Record | Cornerstone OnDemand | iMocha |
|---|---|---|
| Price tier | Enterprise | Mid |
| Headquarters | US | IN |
| Founded | 1999 | 2015 |
What decides it
The criteria that move the gap, heaviest swing first.
- 1
Bias Audit Transparency
18% weight38% of the movement so far
Cornerstone OnDemand58iMocha442.5 weighted points to Cornerstone OnDemand
- 2
Human Oversight Design
12% weight55% of the movement so far
Cornerstone OnDemand55iMocha641.1 weighted points to iMocha
- 3
Data Governance Disclosure
15% weight68% of the movement so far
Cornerstone OnDemand60iMocha660.9 weighted points to iMocha
- 4
Article 11 Technical Documentation
20% weight80% of the movement so far
Cornerstone OnDemand72iMocha680.8 weighted points to Cornerstone OnDemand
- 5
Customer Documentation
8% weight88% of the movement so far
Cornerstone OnDemand60iMocha660.5 weighted points to iMocha
- 6
FRIA Support
15% weight95% of the movement so far
Cornerstone OnDemand35iMocha380.4 weighted points to iMocha
- 7
Post-Market Monitoring
12% weight100% of the movement so far
Cornerstone OnDemand45iMocha480.4 weighted points to iMocha
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +0.1 — the difference between the two totals before either is rounded. Shares are of 6.6 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 +0.1.
Category-by-category
Raw score per criterion, with weighted delta.
Δ is Cornerstone OnDemand minus iMocha, coloured for whichever of the two it favours.
| Category | Weight | Cornerstone OnDemand | iMocha | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 72 | 68 | +4 | +0.8 |
| Bias Audit Transparency | 18% | 58 | 44 | +14 | +2.5 |
| FRIA Support | 15% | 35 | 38 | -3 | -0.4 |
| Data Governance Disclosure | 15% | 60 | 66 | -6 | -0.9 |
| Human Oversight Design | 12% | 55 | 64 | -9 | -1.1 |
| Post-Market Monitoring | 12% | 45 | 48 | -3 | -0.4 |
| Customer Documentation | 8% | 60 | 66 | -6 | -0.5 |
| Total | 100% | 56F | 56F | - | +0.1 |
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 | iMocha | ||||
|---|---|---|---|---|---|---|---|
| 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 domainSources on a separate domain |
| Bias Audit Transparency | 18% | 2 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain | 3 | 1 | Sources on a separate domain |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domainSources on a separate domain |
| Data Governance Disclosure | 15% | 2 | 1 | Sources on the vendor's own domain | 4 | 0 | Audit reportSources on the vendor's own domainSources on a separate domain |
| Human Oversight Design | 12% | 2 | 1 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domainSources on a separate domain |
| Post-Market Monitoring | 12% | 2 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domainSources on a separate 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 | 21 | 5 | 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; iMocha has 26 evidence rows across 7 of 7 criteria — 21 with a source URL, 5 documented absences; some documentation or audit rows for Cornerstone OnDemand and iMocha sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 46 evidence rows on file for these two vendors: 20 for Cornerstone OnDemand, across 2 distinct source domains, and 26 for iMocha, across 2 distinct source domains.
- Rubric
- v1.0
- Cornerstone OnDemand last reviewed
- June 7, 2026 · HireAIScore editorial team
- iMocha last reviewed
- July 17, 2026 · HireAIScore editorial team
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