§ The result
Findem leads RippleMatch by 12 points.
Findem sits 12 points above RippleMatch under rubric v1.0, 58 against 46, with both filed under Sourcing. RippleMatch takes 1 of the 7 criteria, Customer Documentation among them, against 6 for Findem, whose share includes Bias Audit Transparency. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — Findem 83, RippleMatch 53 — and at an 18% weight it carries 47% of the weighted advantage Findem holds across the 6 criteria on that side of the table.
Vendor profile
Findem
AI talent-intelligence platform that uses 'attribute'/3D-data enrichment over 850M+ candidate profiles to power candidate search, sourcing, talent CRM, and agentic recruiting workflows.
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
Findem and RippleMatch are both filed under Candidate sourcing AI. They also share 2 secondary categories: Screening and Scheduling.
Both are in scope of EU AI Act, NYC LL 144, Colorado AI Act and Illinois HB 3773.
| Record | Findem | RippleMatch |
|---|---|---|
| Price tier | Enterprise | Mid |
| Headquarters | US | US |
| Founded | 2019 | 2016 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 46% of the movement so far
Bias Audit Transparency
Findem 83 · RippleMatch 53
5.4 weighted points to Findem
20% weight · 67% of the movement so far
Article 11 Technical Documentation
Findem 58 · RippleMatch 46
2.4 weighted points to Findem
15% weight · 81% of the movement so far
FRIA Support
Findem 38 · RippleMatch 27
1.6 weighted points to Findem
15% weight · 90% of the movement so far
Data Governance Disclosure
Findem 57 · RippleMatch 50
1.1 weighted points to Findem
12% weight · 96% of the movement so far
Post-Market Monitoring
Findem 42 · RippleMatch 37
0.6 weighted points to Findem
12% weight · 99% of the movement so far
Human Oversight Design
Findem 60 · RippleMatch 57
0.4 weighted points to Findem
8% weight · 100% of the movement so far
Customer Documentation
Findem 58 · 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 +11.3 — 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 +12 beside that +11.3.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Findem minus RippleMatch.
| Category | Weight | Findem | RippleMatch | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 58 | 46 | +12 | +2.4 |
| Bias Audit Transparency | 18% | 83 | 53 | +30 | +5.4 |
| FRIA Support | 15% | 38 | 27 | +11 | +1.6 |
| Data Governance Disclosure | 15% | 57 | 50 | +7 | +1.1 |
| Human Oversight Design | 12% | 60 | 57 | +3 | +0.4 |
| Post-Market Monitoring | 12% | 42 | 37 | +5 | +0.6 |
| Customer Documentation | 8% | 58 | 60 | -2 | -0.2 |
| Total | 100% | 58 (F) | 46 (F) | +12 | +11.3 |
§ 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 | Findem | RippleMatch | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 1 | 1 | Sources on the vendor's own domain | 7 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 3 | 0 | Audit reportSources on the vendor's own domainSources on a separate domain | 5 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain |
| FRIA Support | 15% | 1 | 1 | — | 1 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 2 | 1 | Sources on the vendor's own domain | 7 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 1 | 0 | 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 | Audit reportSources on a separate 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 | 5 | Audit reportSources on the vendor's own domainSources on a separate domain | 35 | 7 | Audit reportSources on the vendor's own domainSources on a separate domain |
Findem has 17 evidence rows across 7 of 7 criteria — 12 with a source URL, 5 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 Findem and RippleMatch sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 59 evidence rows on file for these two vendors: 17 for Findem, across 2 distinct source domains, and 42 for RippleMatch, across 5 distinct source domains.
- Rubric
- v1.0
- Findem last reviewed
- June 7, 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