§ The result
RippleMatch leads AmazingHiring by 9 points.
Inside the Sourcing cohort, rubric v1.0 puts RippleMatch on 46 and AmazingHiring on 37, 9 points apart. The 7 criteria split 5 to 1 in favour of RippleMatch, with 1 level: RippleMatch is ahead on Bias Audit Transparency and AmazingHiring on FRIA Support. One criterion, Bias Audit Transparency, is both the widest raw gap (AmazingHiring 22, RippleMatch 53) and the heaviest weighted swing, and at 18% weight it makes up 56% of the weighted advantage RippleMatch holds across the 5 criteria it leads.
Vendor profile
AmazingHiring
A technical-talent sourcing platform that aggregates public developer profiles from 50+ networks (GitHub, Stack Overflow, Kaggle, LinkedIn) and uses AI to rank and surface candidates for recruiters, with verified-contact retrieval and outreach automation.
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
AmazingHiring and RippleMatch are both filed under Candidate sourcing AI. They record no secondary category in common.
Both are in scope of EU AI Act, Colorado AI Act and NYC LL 144. Only RippleMatch is in scope of Illinois HB 3773.
| Record | AmazingHiring | RippleMatch |
|---|---|---|
| Price tier | Mid | Mid |
| Headquarters | US | US |
| Founded | 2011 | 2016 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 53% of the movement so far
Bias Audit Transparency
AmazingHiring 22 · RippleMatch 53
5.6 weighted points to RippleMatch
20% weight · 75% of the movement so far
Article 11 Technical Documentation
AmazingHiring 35 · RippleMatch 46
2.2 weighted points to RippleMatch
12% weight · 85% of the movement so far
Human Oversight Design
AmazingHiring 48 · RippleMatch 57
1.1 weighted points to RippleMatch
8% weight · 91% of the movement so far
Customer Documentation
AmazingHiring 52 · RippleMatch 60
0.6 weighted points to RippleMatch
12% weight · 96% of the movement so far
Post-Market Monitoring
AmazingHiring 33 · RippleMatch 37
0.5 weighted points to RippleMatch
15% weight · 100% of the movement so far
FRIA Support
AmazingHiring 30 · RippleMatch 27
0.4 weighted points to AmazingHiring
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to -9.5 — the difference between the two totals before either is rounded. Shares are of 10.4 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -9 beside that -9.5.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is AmazingHiring minus RippleMatch.
| Category | Weight | AmazingHiring | 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% | 30 | 27 | +3 | +0.4 |
| Data Governance Disclosure | 15% | 50 | 50 | - | - |
| Human Oversight Design | 12% | 48 | 57 | -9 | -1.1 |
| Post-Market Monitoring | 12% | 33 | 37 | -4 | -0.5 |
| Customer Documentation | 8% | 52 | 60 | -8 | -0.6 |
| Total | 100% | 37 (F) | 46 (F) | -9 | -9.5 |
§ 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 | AmazingHiring | 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% | 1 | 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% | 3 | 0 | Sources on the vendor's own domain | 7 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 1 | 1 | — | 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% | 2 | 1 | Sources on the vendor's own domain | 5 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 12 | 6 | Sources on the vendor's own domain | 35 | 7 | Audit reportSources on the vendor's own domainSources on a separate domain |
AmazingHiring has 18 evidence rows across 7 of 7 criteria — 12 with a source URL, 6 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 60 evidence rows on file for these two vendors: 18 for AmazingHiring, across 1 distinct source domain, and 42 for RippleMatch, across 5 distinct source domains.
- Rubric
- v1.0
- AmazingHiring last reviewed
- July 17, 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