§ The result
Spark Hire leads RippleMatch on all 7 criteria.
Spark Hire scores 53 and RippleMatch 46 under rubric v1.0, a 7-point gap across the Video interview and Sourcing cohorts. Spark Hire is ahead of RippleMatch on all 7 criteria but on none of them by as much as 20 raw points, the closest being Post-Market Monitoring at RippleMatch 37 to Spark Hire 38. Article 11 Technical Documentation is the widest raw gap and the heaviest weighted swing at once (RippleMatch 46, Spark Hire 58, 20% weight), but it accounts for only 34% of the weighted advantage Spark Hire holds across the 7 criteria on that side of the table.
Vendor profile
RippleMatch
RippleMatch is an early-career recruiting platform that sources students and recent graduates for employers' roles, ranks applicants with a 0-100 Fit Score built from criteria the recruiter configures, and adds verified skill badges, applicant review, interview scheduling and campus-event tools.
Vendor profile
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.
§ The record
RippleMatch is filed under Candidate sourcing AI, Spark Hire under Video interview AI. They also share 1 secondary category: Screening.
Both are in scope of EU AI Act, NYC LL 144, Colorado AI Act and Illinois HB 3773. Only Spark Hire is in scope of Mobley v. Workday.
| Record | RippleMatch | Spark Hire |
|---|---|---|
| Price tier | Mid | Mid |
| Headquarters | US | US |
| Founded | 2016 | 2012 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 34% of the movement so far
Article 11 Technical Documentation
RippleMatch 46 · Spark Hire 58
2.4 weighted points to Spark Hire
18% weight · 57% of the movement so far
Bias Audit Transparency
RippleMatch 53 · Spark Hire 62
1.6 weighted points to Spark Hire
15% weight · 79% of the movement so far
Data Governance Disclosure
RippleMatch 50 · Spark Hire 60
1.5 weighted points to Spark Hire
12% weight · 87% of the movement so far
Human Oversight Design
RippleMatch 57 · Spark Hire 62
0.6 weighted points to Spark Hire
15% weight · 94% of the movement so far
FRIA Support
RippleMatch 27 · Spark Hire 30
0.4 weighted points to Spark Hire
8% weight · 98% of the movement so far
Customer Documentation
RippleMatch 60 · Spark Hire 64
0.3 weighted points to Spark Hire
12% weight · 100% of the movement so far
Post-Market Monitoring
RippleMatch 37 · Spark Hire 38
0.1 weighted points to Spark Hire
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -7.0 — the difference between the two totals before either is rounded. Shares are of 7.0 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -7 beside that -7.0.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is RippleMatch minus Spark Hire.
| Category | Weight | RippleMatch | Spark Hire | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 46 | 58 | -12 | -2.4 |
| Bias Audit Transparency | 18% | 53 | 62 | -9 | -1.6 |
| FRIA Support | 15% | 27 | 30 | -3 | -0.4 |
| Data Governance Disclosure | 15% | 50 | 60 | -10 | -1.5 |
| Human Oversight Design | 12% | 57 | 62 | -5 | -0.6 |
| Post-Market Monitoring | 12% | 37 | 38 | -1 | -0.1 |
| Customer Documentation | 8% | 60 | 64 | -4 | -0.3 |
| Total | 100% | 46 (F) | 53 (F) | -7 | -7.0 |
§ 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 | RippleMatch | Spark Hire | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 7 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 5 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain | 3 | 0 | Audit reportSources on a separate domain |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 7 | 1 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 7 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain | 3 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain | 2 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 5 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domainSources on a separate domain |
| All criteria | 100% | 35 | 7 | Audit reportSources on the vendor's own domainSources on a separate domain | 16 | 4 | Audit reportSources on the vendor's own domainSources on a separate domain |
RippleMatch has 42 evidence rows across 7 of 7 criteria — 35 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 RippleMatch and Spark Hire sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 62 evidence rows on file for these two vendors: 42 for RippleMatch, across 5 distinct source domains, and 20 for Spark Hire, across 2 distinct source domains.
- Rubric
- v1.0
- RippleMatch last reviewed
- September 25, 2026 · HireAIScore editorial team
- Spark Hire last reviewed
- June 7, 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