§ The result
BrightHire leads Cegid on 6 of the 7 criteria.
Under rubric v1.0, BrightHire, filed under Screening, finishes on 51 and Cegid, filed under ATS-integrated, on 45, 6 points apart. Cegid is ahead on none of the 7 criteria: BrightHire takes 6, the remaining criterion is level, and the nearest of those 6 is Article 11 Technical Documentation, BrightHire 52 to Cegid 50. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — BrightHire 50, Cegid 30 — and at an 18% weight it carries 58% 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
Cegid
Cegid's HR suite offers two recruiting lines: Cegid HR Talent Acquisition (ex-DigitalRecruiters), an ATS/CRM with CV parsing, scorecards, automated scoring and an AI conversational agent that pre-qualifies candidates on career sites and WhatsApp, and Cegid Talentsoft (now sold as Cegid HR Suite) recruiting, whose 'Recruiting Match' matches positions to candidates algorithmically.
§ The record
BrightHire is filed under Screening AI, Cegid under ATS-integrated AI. They record no secondary category in common.
Both are in scope of EU AI Act, NYC LL 144, Illinois HB 3773 and Colorado AI Act. Only BrightHire is in scope of Mobley v. Workday.
| Record | BrightHire | Cegid |
|---|---|---|
| Price tier | High | Enterprise |
| Headquarters | US | FR |
| Founded | 2019 | 1983 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 58% of the movement so far
Bias Audit Transparency
BrightHire 50 · Cegid 30
3.6 weighted points to BrightHire
15% weight · 70% of the movement so far
Data Governance Disclosure
BrightHire 60 · Cegid 55
0.8 weighted points to BrightHire
15% weight · 80% of the movement so far
FRIA Support
BrightHire 36 · Cegid 32
0.6 weighted points to BrightHire
12% weight · 90% of the movement so far
Human Oversight Design
BrightHire 60 · Cegid 55
0.6 weighted points to BrightHire
20% weight · 96% of the movement so far
Article 11 Technical Documentation
BrightHire 52 · Cegid 50
0.4 weighted points to BrightHire
12% weight · 100% of the movement so far
Post-Market Monitoring
BrightHire 42 · Cegid 40
0.2 weighted points to BrightHire
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +6.2 — the difference between the two totals before either is rounded. Shares are of 6.2 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +6 beside that +6.2.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is BrightHire minus Cegid.
| Category | Weight | BrightHire | Cegid | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 52 | 50 | +2 | +0.4 |
| Bias Audit Transparency | 18% | 50 | 30 | +20 | +3.6 |
| FRIA Support | 15% | 36 | 32 | +4 | +0.6 |
| Data Governance Disclosure | 15% | 60 | 55 | +5 | +0.8 |
| Human Oversight Design | 12% | 60 | 55 | +5 | +0.6 |
| Post-Market Monitoring | 12% | 42 | 40 | +2 | +0.2 |
| Customer Documentation | 8% | 62 | 62 | - | - |
| Total | 100% | 51 (F) | 45 (F) | +6 | +6.2 |
§ 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 | Cegid | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 6 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 2 | 1 | Audit reportSources on the vendor's own domain | 3 | 1 | — |
| FRIA Support | 15% | 2 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 3 | 1 | Sources on the vendor's own domain | 6 | 1 | Audit reportSources on the vendor's own domain |
| Human Oversight Design | 12% | 3 | 1 | Sources on the vendor's own domain | 6 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 2 | 1 | Sources on the vendor's own domain | 5 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 2 | 1 | Sources on the vendor's own domain | 5 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 16 | 7 | Audit reportSources on the vendor's own domain | 33 | 6 | Audit reportSources on the vendor's own domain |
BrightHire has 23 evidence rows across 7 of 7 criteria — 16 with a source URL, 7 documented absences; Cegid has 39 evidence rows across 7 of 7 criteria — 33 with a source URL, 6 documented absences.
Provenance
The scores above are documented by 62 evidence rows on file for these two vendors: 23 for BrightHire, across 2 distinct source domains, and 39 for Cegid, across 2 distinct source domains.
- Rubric
- v1.0
- BrightHire last reviewed
- August 2, 2026 · HireAIScore editorial team
- Cegid 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