§ The result
Eightfold AI leads eSkill on all 7 criteria.
Eightfold AI finishes 23 points clear of eSkill under rubric v1.0 — 64 (D) against 41 (F) — across the Sourcing and Assessment cohorts. Eightfold AI leads every one of the 7 criteria, eSkill none of them, and the closest of the 7 is Human Oversight Design, Eightfold AI 60 to eSkill 57. One criterion, Bias Audit Transparency, is both the widest raw gap (Eightfold AI 85, eSkill 25) and the heaviest weighted swing, and at 18% weight it makes up 47% of the weighted advantage Eightfold AI holds across the 7 criteria it leads.
Vendor profile
Eightfold AI
Talent intelligence platform offering candidate matching, internal mobility, and career-site personalization on top of a deep-learning talent graph.
Vendor profile
eSkill
eSkill is a pre-employment testing platform with auto-scored skills, cognitive and behavioral tests and human-rated one-way video interviews, plus an optional Proctorio-powered AI proctoring add-on that gives each candidate a suspicion score and a Claude-based "Linea" layer that drafts assessments from job descriptions.
§ The record
Eightfold AI is filed under Candidate sourcing AI, eSkill under Assessment AI. They record no secondary category in common.
Both are in scope of EU AI Act, Colorado AI Act and NYC LL 144. Only eSkill is in scope of Illinois HB 3773 and Mobley v. Workday.
| Record | Eightfold AI | eSkill |
|---|---|---|
| Price tier | Enterprise | Mid |
| Headquarters | US | US |
| Founded | 2016 | 2003 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 47% of the movement so far
Bias Audit Transparency
Eightfold AI 85 · eSkill 25
10.8 weighted points to Eightfold AI
20% weight · 71% of the movement so far
Article 11 Technical Documentation
Eightfold AI 75 · eSkill 48
5.4 weighted points to Eightfold AI
15% weight · 81% of the movement so far
FRIA Support
Eightfold AI 45 · eSkill 30
2.3 weighted points to Eightfold AI
15% weight · 90% of the movement so far
Data Governance Disclosure
Eightfold AI 60 · eSkill 47
1.9 weighted points to Eightfold AI
12% weight · 97% of the movement so far
Post-Market Monitoring
Eightfold AI 50 · eSkill 36
1.7 weighted points to Eightfold AI
12% weight · 99% of the movement so far
Human Oversight Design
Eightfold AI 60 · eSkill 57
0.4 weighted points to Eightfold AI
8% weight · 100% of the movement so far
Customer Documentation
Eightfold AI 60 · eSkill 56
0.3 weighted points to Eightfold AI
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +22.8 — the difference between the two totals before either is rounded. Shares are of 22.8 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +23 beside that +22.8.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Eightfold AI minus eSkill.
| Category | Weight | Eightfold AI | eSkill | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 75 | 48 | +27 | +5.4 |
| Bias Audit Transparency | 18% | 85 | 25 | +60 | +10.8 |
| FRIA Support | 15% | 45 | 30 | +15 | +2.3 |
| Data Governance Disclosure | 15% | 60 | 47 | +13 | +1.9 |
| Human Oversight Design | 12% | 60 | 57 | +3 | +0.4 |
| Post-Market Monitoring | 12% | 50 | 36 | +14 | +1.7 |
| Customer Documentation | 8% | 60 | 56 | +4 | +0.3 |
| Total | 100% | 64 (D) | 41 (F) | +23 | +22.8 |
§ 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 | Eightfold AI | eSkill | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 3 | 0 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domainSources on a separate domain |
| Bias Audit Transparency | 18% | 3 | 0 | Audit reportSources on the vendor's own domainSources on a separate domain | 2 | 1 | Sources on a separate domain |
| FRIA Support | 15% | 2 | 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% | 1 | 0 | — | 4 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 1 | 0 | — | 5 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 1 | 1 | — | 4 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 2 | 0 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 13 | 2 | Audit reportSources on the vendor's own domainSources on a separate domain | 24 | 6 | Sources on the vendor's own domainSources on a separate domain |
Eightfold AI has 15 evidence rows across 7 of 7 criteria — 13 with a source URL, 2 documented absences; eSkill has 30 evidence rows across 7 of 7 criteria — 24 with a source URL, 6 documented absences; some documentation or audit rows for Eightfold AI and eSkill sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 45 evidence rows on file for these two vendors: 15 for Eightfold AI, across 2 distinct source domains, and 30 for eSkill, across 2 distinct source domains.
- Rubric
- v1.0
- Eightfold AI last reviewed
- May 21, 2026 · HireAIScore editorial team
- eSkill 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