§ The result
BrightHire leads eSkill on all 7 criteria.
BrightHire, filed under Screening, comes out 10 points above eSkill, filed under Assessment: 51 against 41 under rubric v1.0. Of the 7 criteria eSkill wins none, and the narrowest lead BrightHire holds is on Human Oversight Design, BrightHire 60 to eSkill 57. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — BrightHire 50, eSkill 25 — and at an 18% weight it carries 46% of the weighted advantage BrightHire holds across the 7 criteria on that side of the table.
Vendor profile
BrightHire
BrightHire is an interview intelligence platform that records, transcribes and analyzes hiring interviews into competency-structured notes and ATS scorecards, and additionally runs AI-led screening interviews (BrightHire Screen) that score and rank candidates against customer-defined rubrics.
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
BrightHire is filed under Screening AI, eSkill under Assessment AI. They also share 1 secondary category: Video interview.
Both are in scope of EU AI Act, NYC LL 144, Illinois HB 3773, Colorado AI Act and Mobley v. Workday.
| Record | BrightHire | eSkill |
|---|---|---|
| Price tier | High | Mid |
| Headquarters | US | US |
| Founded | 2019 | 2003 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 46% of the movement so far
Bias Audit Transparency
BrightHire 50 · eSkill 25
4.5 weighted points to BrightHire
15% weight · 66% of the movement so far
Data Governance Disclosure
BrightHire 60 · eSkill 47
1.9 weighted points to BrightHire
15% weight · 76% of the movement so far
FRIA Support
BrightHire 36 · eSkill 30
0.9 weighted points to BrightHire
20% weight · 84% of the movement so far
Article 11 Technical Documentation
BrightHire 52 · eSkill 48
0.8 weighted points to BrightHire
12% weight · 91% of the movement so far
Post-Market Monitoring
BrightHire 42 · eSkill 36
0.7 weighted points to BrightHire
8% weight · 96% of the movement so far
Customer Documentation
BrightHire 62 · eSkill 56
0.5 weighted points to BrightHire
12% weight · 100% of the movement so far
Human Oversight Design
BrightHire 60 · eSkill 57
0.4 weighted points to BrightHire
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +9.7 — the difference between the two totals before either is rounded. Shares are of 9.7 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +10 beside that +9.7.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is BrightHire minus eSkill.
| Category | Weight | BrightHire | eSkill | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 52 | 48 | +4 | +0.8 |
| Bias Audit Transparency | 18% | 50 | 25 | +25 | +4.5 |
| FRIA Support | 15% | 36 | 30 | +6 | +0.9 |
| Data Governance Disclosure | 15% | 60 | 47 | +13 | +1.9 |
| Human Oversight Design | 12% | 60 | 57 | +3 | +0.4 |
| Post-Market Monitoring | 12% | 42 | 36 | +6 | +0.7 |
| Customer Documentation | 8% | 62 | 56 | +6 | +0.5 |
| Total | 100% | 51 (F) | 41 (F) | +10 | +9.7 |
§ 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 | BrightHire | eSkill | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources 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 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% | 3 | 1 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 3 | 1 | Sources on the vendor's own domain | 5 | 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% | 2 | 1 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 16 | 7 | Audit reportSources on the vendor's own domain | 24 | 6 | Sources on the vendor's own domainSources on a separate domain |
BrightHire has 23 evidence rows across 7 of 7 criteria — 16 with a source URL, 7 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 eSkill sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 53 evidence rows on file for these two vendors: 23 for BrightHire, across 2 distinct source domains, and 30 for eSkill, across 2 distinct source domains.
- Rubric
- v1.0
- BrightHire last reviewed
- August 2, 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