Side-by-side · Rubric v1.0
Harri vs RippleMatch
Harri
Harri is a frontline workforce platform for hospitality, grocery and care employers whose pre-hire suite pairs a career portal and applicant tracking system with Carri, a conversational AI assistant that screens applicants and coordinates interviews, plus an agentic AI layer (Salli) for scheduling and labor-law compliance.
Substantial gaps
ATS-integrated
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.
Substantial gaps
Sourcing
The result
RippleMatch leads Harri by 5 points.
RippleMatch scores 46 and Harri 41 under rubric v1.0, a 5-point gap across the Sourcing and ATS-integrated cohorts. Harri and RippleMatch each lead 3 of the 7 criteria, with 1 level, though the side of the split RippleMatch holds (headed by Bias Audit Transparency) adds up to more weighted points. One criterion, Bias Audit Transparency, is both the widest raw gap (Harri 22, RippleMatch 53) and the heaviest weighted swing, and at 18% weight it makes up 67% of the weighted advantage RippleMatch holds across the 3 criteria it leads.
Criteria won
7 criteria
- Harri3
- RippleMatch3
- Level1
- Widest raw gap
- Bias Audit Transparency22 vs 53
- Heaviest weighted swing
- Bias Audit Transparency18% weight
The record
Categories, scope and company facts.
Harri is filed under ATS-integrated AI, RippleMatch under Candidate sourcing AI. They also share 1 secondary category: Screening.
Both are in scope of
| Record | Harri | RippleMatch |
|---|---|---|
| Price tier | Enterprise | Mid |
| Headquarters | US | US |
| Founded | 2012 | 2016 |
What decides it
The criteria that move the gap, heaviest swing first.
- 1
Bias Audit Transparency
18% weight48% of the movement so far
Harri22RippleMatch535.6 weighted points to RippleMatch
- 2
FRIA Support
15% weight70% of the movement so far
Harri44RippleMatch272.5 weighted points to Harri
- 3
Article 11 Technical Documentation
20% weight89% of the movement so far
Harri35RippleMatch462.2 weighted points to RippleMatch
- 4
Human Oversight Design
12% weight94% of the movement so far
Harri52RippleMatch570.6 weighted points to RippleMatch
- 5
Post-Market Monitoring
12% weight97% of the movement so far
Harri40RippleMatch370.4 weighted points to Harri
- 6
Data Governance Disclosure
15% weight100% of the movement so far
Harri52RippleMatch500.3 weighted points to Harri
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to -5.2 — the difference between the two totals before either is rounded. Shares are of 11.6 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -5 beside that -5.2.
Category-by-category
Raw score per criterion, with weighted delta.
Δ is Harri minus RippleMatch, coloured for whichever of the two it favours.
| Category | Weight | Harri | RippleMatch | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 35 | 46 | -11 | -2.2 |
| Bias Audit Transparency | 18% | 22 | 53 | -31 | -5.6 |
| FRIA Support | 15% | 44 | 27 | +17 | +2.5 |
| Data Governance Disclosure | 15% | 52 | 50 | +2 | +0.3 |
| Human Oversight Design | 12% | 52 | 57 | -5 | -0.6 |
| Post-Market Monitoring | 12% | 40 | 37 | +3 | +0.4 |
| Customer Documentation | 8% | 60 | 60 | - | - |
| Total | 100% | 41F | 46F | -5 | -5.2 |
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 | Harri | RippleMatch | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 7 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 2 | 2 | Sources on the vendor's own domain | 5 | 1 | Audit reportSources on the vendor's own domainSources 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% | 4 | 1 | Sources on the vendor's own domain | 7 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 3 | 1 | Sources on the vendor's own domain | 7 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain |
| Post-Market Monitoring | 12% | 2 | 1 | Sources on the vendor's own domain | 3 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain |
| Customer Documentation | 8% | 4 | 1 | Sources on the vendor's own domain | 5 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 19 | 8 | Sources on the vendor's own domain | 35 | 7 | Audit reportSources on the vendor's own domainSources on a separate domain |
Harri has 27 evidence rows across 7 of 7 criteria — 19 with a source URL, 8 documented absences; RippleMatch has 42 evidence rows across 7 of 7 criteria — 35 with a source URL, 7 documented absences; some documentation or audit rows for RippleMatch sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 69 evidence rows on file for these two vendors: 27 for Harri, across 1 distinct source domain, and 42 for RippleMatch, across 5 distinct source domains.
- Rubric
- v1.0
- Harri last reviewed
- August 2, 2026 · HireAIScore editorial team
- RippleMatch 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.