§ The result
2 points separate Fuel50 and Cornerstone OnDemand.
Fuel50 (Sourcing) edges Cornerstone OnDemand (ATS-integrated) by 2 points under rubric v1.0, 58 to 56. Cornerstone OnDemand takes 3 of the 7 criteria, Post-Market Monitoring among them, against 4 for Fuel50, whose share includes Bias Audit Transparency. One criterion, Bias Audit Transparency, is both the widest raw gap (Cornerstone OnDemand 58, Fuel50 68) and the heaviest weighted swing, and at 18% weight it makes up 55% of the weighted advantage Fuel50 holds across the 4 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
Fuel50
Fuel50 is an AI internal talent marketplace and workforce-transformation platform that matches employees to internal roles, gigs, mentors, learning and career paths, and fit-scores and ranks internal candidates for open roles and succession pipelines, using a skills ontology curated by in-house I/O psychologists.
§ The record
Cornerstone OnDemand is filed under ATS-integrated AI, Fuel50 under Candidate sourcing AI. They also share 1 secondary category: Assessment.
Both are in scope of EU AI Act, NYC LL 144, Colorado AI Act, Illinois HB 3773 and Mobley v. Workday.
| Record | Cornerstone OnDemand | Fuel50 |
|---|---|---|
| Price tier | Enterprise | Enterprise |
| Headquarters | US | US |
| Founded | 1999 | 2011 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 38% of the movement so far
Bias Audit Transparency
Cornerstone OnDemand 58 · Fuel50 68
1.8 weighted points to Fuel50
12% weight · 53% of the movement so far
Human Oversight Design
Cornerstone OnDemand 55 · Fuel50 61
0.7 weighted points to Fuel50
15% weight · 66% of the movement so far
Data Governance Disclosure
Cornerstone OnDemand 60 · Fuel50 64
0.6 weighted points to Fuel50
12% weight · 79% of the movement so far
Post-Market Monitoring
Cornerstone OnDemand 45 · Fuel50 40
0.6 weighted points to Cornerstone OnDemand
15% weight · 88% of the movement so far
FRIA Support
Cornerstone OnDemand 35 · Fuel50 32
0.4 weighted points to Cornerstone OnDemand
20% weight · 97% of the movement so far
Article 11 Technical Documentation
Cornerstone OnDemand 72 · Fuel50 70
0.4 weighted points to Cornerstone OnDemand
8% weight · 100% of the movement so far
Customer Documentation
Cornerstone OnDemand 60 · Fuel50 62
0.2 weighted points to Fuel50
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -1.8 — the difference between the two totals before either is rounded. Shares are of 4.7 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -2 beside that -1.8.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Cornerstone OnDemand minus Fuel50.
| Category | Weight | Cornerstone OnDemand | Fuel50 | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 72 | 70 | +2 | +0.4 |
| Bias Audit Transparency | 18% | 58 | 68 | -10 | -1.8 |
| FRIA Support | 15% | 35 | 32 | +3 | +0.4 |
| Data Governance Disclosure | 15% | 60 | 64 | -4 | -0.6 |
| Human Oversight Design | 12% | 55 | 61 | -6 | -0.7 |
| Post-Market Monitoring | 12% | 45 | 40 | +5 | +0.6 |
| Customer Documentation | 8% | 60 | 62 | -2 | -0.2 |
| Total | 100% | 56 (F) | 58 (F) | -2 | -1.8 |
§ 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 | Fuel50 | ||||
|---|---|---|---|---|---|---|---|
| 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 | 3 | 0 | Audit reportSources on the vendor's own domainSources on a separate domain |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 2 | 1 | — |
| Data Governance Disclosure | 15% | 2 | 1 | Sources on the vendor's own domain | 5 | 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 | 4 | 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 | 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 | 24 | 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; Fuel50 has 28 evidence rows across 7 of 7 criteria — 24 with a source URL, 4 documented absences; some documentation or audit rows for Cornerstone OnDemand and Fuel50 sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 48 evidence rows on file for these two vendors: 20 for Cornerstone OnDemand, across 2 distinct source domains, and 28 for Fuel50, across 3 distinct source domains.
- Rubric
- v1.0
- Cornerstone OnDemand last reviewed
- June 7, 2026 · HireAIScore editorial team
- Fuel50 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