§ The result
3 points separate BrightHire and Thomas International.
BrightHire (Screening) edges Thomas International (Assessment) by 3 points under rubric v1.0, 51 to 48. BrightHire leads 6 of the 7 criteria, including Bias Audit Transparency, while Thomas International leads 1, including Article 11 Technical Documentation. The widest raw gap and the heaviest weighted swing fall on different criteria: Human Oversight Design (BrightHire 60, Thomas International 51) and Bias Audit Transparency at 18% (BrightHire 50, Thomas International 43), the second being 35% of the weighted advantage BrightHire holds across the 6 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
Thomas International
Thomas International provides psychometric and aptitude assessments (behaviour/DISC, cognitive ability, personality and emotional intelligence) with an AI coaching layer, used for hiring, candidate selection and employee development.
§ The record
BrightHire is filed under Screening AI, Thomas International under Assessment AI. They record no secondary category in common.
Both are in scope of EU AI Act, NYC LL 144, Illinois HB 3773, Colorado AI Act and Mobley v. Workday.
| Record | BrightHire | Thomas International |
|---|---|---|
| Price tier | High | Mid |
| Headquarters | US | GB |
| Founded | 2019 | 1981 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 31% of the movement so far
Bias Audit Transparency
BrightHire 50 · Thomas International 43
1.3 weighted points to BrightHire
12% weight · 58% of the movement so far
Human Oversight Design
BrightHire 60 · Thomas International 51
1.1 weighted points to BrightHire
15% weight · 69% of the movement so far
FRIA Support
BrightHire 36 · Thomas International 33
0.4 weighted points to BrightHire
15% weight · 80% of the movement so far
Data Governance Disclosure
BrightHire 60 · Thomas International 57
0.4 weighted points to BrightHire
20% weight · 90% of the movement so far
Article 11 Technical Documentation
BrightHire 52 · Thomas International 54
0.4 weighted points to Thomas International
12% weight · 96% of the movement so far
Post-Market Monitoring
BrightHire 42 · Thomas International 40
0.2 weighted points to BrightHire
8% weight · 100% of the movement so far
Customer Documentation
BrightHire 62 · Thomas International 60
0.2 weighted points to BrightHire
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +3.2 — the difference between the two totals before either is rounded. Shares are of 4.0 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +3 beside that +3.2.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is BrightHire minus Thomas International.
| Category | Weight | BrightHire | Thomas International | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 52 | 54 | -2 | -0.4 |
| Bias Audit Transparency | 18% | 50 | 43 | +7 | +1.3 |
| FRIA Support | 15% | 36 | 33 | +3 | +0.4 |
| Data Governance Disclosure | 15% | 60 | 57 | +3 | +0.4 |
| Human Oversight Design | 12% | 60 | 51 | +9 | +1.1 |
| Post-Market Monitoring | 12% | 42 | 40 | +2 | +0.2 |
| Customer Documentation | 8% | 62 | 60 | +2 | +0.2 |
| Total | 100% | 51 (F) | 48 (F) | +3 | +3.2 |
§ 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 | Thomas International | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 2 | 1 | Audit reportSources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| FRIA Support | 15% | 2 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 3 | 1 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 3 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 2 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 2 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 16 | 7 | Audit reportSources on the vendor's own domain | 11 | 6 | Sources on the vendor's own domain |
BrightHire has 23 evidence rows across 7 of 7 criteria — 16 with a source URL, 7 documented absences; Thomas International has 17 evidence rows across 7 of 7 criteria — 11 with a source URL, 6 documented absences.
Provenance
The scores above are documented by 40 evidence rows on file for these two vendors: 23 for BrightHire, across 2 distinct source domains, and 17 for Thomas International, across 1 distinct source domain.
- Rubric
- v1.0
- BrightHire last reviewed
- August 2, 2026 · HireAIScore editorial team
- Thomas International last reviewed
- July 17, 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