§ The result
Darwinbox and RippleMatch tie at 46.
Darwinbox (ATS-integrated) and RippleMatch (Sourcing) tie at 46 under rubric v1.0, arriving there from different criteria. Darwinbox leads 3 of the 7 criteria and RippleMatch 4, yet the two totals land on the same number. One criterion, Bias Audit Transparency, is both the widest raw gap (Darwinbox 28, RippleMatch 53) and the heaviest weighted swing, and at 18% weight it makes up 86% of the weighted advantage RippleMatch holds across the 4 criteria it leads.
Vendor profile
Darwinbox
Darwinbox is an enterprise HCM suite whose recruitment module uses Darwinbox Sense AI (now sold inside its Cortex agent platform) to parse resumes, stack-rank and recommend candidates with stated fit reasoning, run screening and shortlisting agents, and give candidates an assistant for job matching, interview details and FAQs.
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.
§ The record
Darwinbox is filed under ATS-integrated AI, RippleMatch under Candidate sourcing 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.
| Record | Darwinbox | RippleMatch |
|---|---|---|
| Price tier | Enterprise | Mid |
| Headquarters | IN | US |
| Founded | 2015 | 2016 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 47% of the movement so far
Bias Audit Transparency
Darwinbox 28 · RippleMatch 53
4.5 weighted points to RippleMatch
20% weight · 75% of the movement so far
Article 11 Technical Documentation
Darwinbox 60 · RippleMatch 46
2.8 weighted points to Darwinbox
15% weight · 88% of the movement so far
Data Governance Disclosure
Darwinbox 58 · RippleMatch 50
1.2 weighted points to Darwinbox
15% weight · 93% of the movement so far
FRIA Support
Darwinbox 30 · RippleMatch 27
0.4 weighted points to Darwinbox
12% weight · 95% of the movement so far
Human Oversight Design
Darwinbox 55 · RippleMatch 57
0.2 weighted points to RippleMatch
12% weight · 98% of the movement so far
Post-Market Monitoring
Darwinbox 35 · RippleMatch 37
0.2 weighted points to RippleMatch
8% weight · 100% of the movement so far
Customer Documentation
Darwinbox 57 · RippleMatch 60
0.2 weighted points to RippleMatch
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -0.8 — the difference between the two totals before either is rounded. Shares are of 9.7 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads 0 beside that -0.8.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Darwinbox minus RippleMatch.
| Category | Weight | Darwinbox | RippleMatch | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 60 | 46 | +14 | +2.8 |
| Bias Audit Transparency | 18% | 28 | 53 | -25 | -4.5 |
| FRIA Support | 15% | 30 | 27 | +3 | +0.4 |
| Data Governance Disclosure | 15% | 58 | 50 | +8 | +1.2 |
| Human Oversight Design | 12% | 55 | 57 | -2 | -0.2 |
| Post-Market Monitoring | 12% | 35 | 37 | -2 | -0.2 |
| Customer Documentation | 8% | 57 | 60 | -3 | -0.2 |
| Total | 100% | 46 (F) | 46 (F) | - | -0.8 |
§ 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 | Darwinbox | RippleMatch | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 4 | 1 | Sources on the vendor's own domain | 7 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 3 | 1 | — | 5 | 1 | Audit reportSources on the vendor's own domainSources 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% | 5 | 1 | Sources on the vendor's own domain | 7 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 4 | 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% | 3 | 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% | 24 | 7 | Sources on the vendor's own domain | 35 | 7 | Audit reportSources on the vendor's own domainSources on a separate domain |
Darwinbox has 31 evidence rows across 7 of 7 criteria — 24 with a source URL, 7 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 73 evidence rows on file for these two vendors: 31 for Darwinbox, across 1 distinct source domain, and 42 for RippleMatch, across 5 distinct source domains.
- Rubric
- v1.0
- Darwinbox last reviewed
- September 25, 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.
§ Where next