Side-by-side · Rubric v1.0
BrightHire vs Spark Hire
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.
Substantial gaps
Screening
Spark Hire
Spark Hire is a hiring platform combining one-way (async) and live video interviewing with an applicant tracking system (via its Comeet acquisition), and adds AI features that score and rank candidates' resumes and one-way video responses to help recruiters prioritize submissions.
Substantial gaps
Video interview
The result
2 points separate Spark Hire and BrightHire.
Spark Hire holds a 2-point edge over BrightHire under rubric v1.0, 53 to 51, across the Video interview and Screening cohorts. Spark Hire leads 4 of the 7 criteria, including Bias Audit Transparency, while BrightHire leads 2, including FRIA Support, and 1 is level. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — BrightHire 50, Spark Hire 62 — and at an 18% weight it carries 57% of the weighted advantage Spark Hire holds across the 4 criteria on that side of the table.
Criteria won
7 criteria
- BrightHire2
- Spark Hire4
- Level1
- Widest raw gap
- Bias Audit Transparency50 vs 62
- Heaviest weighted swing
- Bias Audit Transparency18% weight
Keep this comparison
Both scores and all 7 criteria, side by side, in your inbox.
The record
Categories, scope and company facts.
BrightHire is filed under Screening AI, Spark Hire under Video interview AI. They record no secondary category in common.
Both are in scope of
| Record | BrightHire | Spark Hire |
|---|---|---|
| Price tier | High | Mid |
| Headquarters | US | US |
| Founded | 2019 | 2012 |
What decides it
The criteria that move the gap, heaviest swing first.
- 1
Bias Audit Transparency
18% weight42% of the movement so far
BrightHire50Spark Hire622.2 weighted points to Spark Hire
- 2
Article 11 Technical Documentation
20% weight65% of the movement so far
BrightHire52Spark Hire581.2 weighted points to Spark Hire
- 3
FRIA Support
15% weight83% of the movement so far
BrightHire36Spark Hire300.9 weighted points to BrightHire
- 4
Post-Market Monitoring
12% weight92% of the movement so far
BrightHire42Spark Hire380.5 weighted points to BrightHire
- 5
Human Oversight Design
12% weight97% of the movement so far
BrightHire60Spark Hire620.2 weighted points to Spark Hire
- 6
Customer Documentation
8% weight100% of the movement so far
BrightHire62Spark Hire640.2 weighted points to Spark Hire
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to -2.4 — the difference between the two totals before either is rounded. Shares are of 5.1 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 -2.4.
Category-by-category
Raw score per criterion, with weighted delta.
Δ is BrightHire minus Spark Hire, coloured for whichever of the two it favours.
| Category | Weight | BrightHire | Spark Hire | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 52 | 58 | -6 | -1.2 |
| Bias Audit Transparency | 18% | 50 | 62 | -12 | -2.2 |
| FRIA Support | 15% | 36 | 30 | +6 | +0.9 |
| Data Governance Disclosure | 15% | 60 | 60 | - | - |
| Human Oversight Design | 12% | 60 | 62 | -2 | -0.2 |
| Post-Market Monitoring | 12% | 42 | 38 | +4 | +0.5 |
| Customer Documentation | 8% | 62 | 64 | -2 | -0.2 |
| Total | 100% | 51F | 53F | -2 | -2.4 |
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 | Spark Hire | ||||
|---|---|---|---|---|---|---|---|
| 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 | 3 | 0 | Audit reportSources on a separate 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 | 3 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 2 | 1 | Sources on the vendor's own domain | 2 | 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 domainSources on a separate domain |
| All criteria | 100% | 16 | 7 | Audit reportSources on the vendor's own domain | 16 | 4 | Audit reportSources 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; Spark Hire has 20 evidence rows across 7 of 7 criteria — 16 with a source URL, 4 documented absences; some documentation or audit rows for Spark Hire sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 43 evidence rows on file for these two vendors: 23 for BrightHire, across 2 distinct source domains, and 20 for Spark Hire, across 2 distinct source domains.
- Rubric
- v1.0
- BrightHire last reviewed
- August 2, 2026 · HireAIScore editorial team
- Spark Hire last reviewed
- June 7, 2026 · HireAIScore editorial team
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