§ The result
Rippling leads Workstream by 17 points.
Under rubric v1.0, Rippling (ATS-integrated) opens a 17-point lead on Workstream (Screening), 56 to 39. Rippling leads 6 of the 7 criteria, including Article 11 Technical Documentation, while Workstream leads 1, including Human Oversight Design. The advantage Rippling holds is spread out: Article 11 Technical Documentation is both the widest raw gap and the heaviest weighted swing (Rippling 73, Workstream 40, 20% weight), yet it supplies only 37% of the weighted points Rippling gains across the 6 criteria it leads.
Vendor profile
Rippling
Rippling Recruiting is an applicant tracking system within Rippling's all-in-one HR/IT/finance platform that uses AI to review and screen job applications, summarize interviewer feedback, transcribe video interviews, flag application fraud, and automate interview scheduling.
Vendor profile
Workstream
Workstream is a mobile-first HR, payroll and hiring platform for hourly, multi-location employers such as QSR franchisees. Its hiring suite pairs a text-to-apply applicant tracking system with VoiceAI phone screens and VideoAI asynchronous video interviews, which return transcripts, AI summaries, pass/fail results for each question and match scores.
§ The record
Rippling is filed under ATS-integrated AI, Workstream under Screening AI. They record no secondary category in common.
Both are in scope of EU AI Act, NYC LL 144 and Colorado AI Act. Only Workstream is in scope of Illinois HB 3773 and Mobley v. Workday.
| Record | Rippling | Workstream |
|---|---|---|
| Price tier | High | Mid |
| Headquarters | US | US |
| Founded | 2016 | 2017 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 37% of the movement so far
Article 11 Technical Documentation
Rippling 73 · Workstream 40
6.6 weighted points to Rippling
18% weight · 59% of the movement so far
Bias Audit Transparency
Rippling 42 · Workstream 20
4.0 weighted points to Rippling
15% weight · 74% of the movement so far
FRIA Support
Rippling 45 · Workstream 27
2.7 weighted points to Rippling
15% weight · 88% of the movement so far
Data Governance Disclosure
Rippling 64 · Workstream 47
2.5 weighted points to Rippling
12% weight · 96% of the movement so far
Post-Market Monitoring
Rippling 47 · Workstream 35
1.4 weighted points to Rippling
8% weight · 99% of the movement so far
Customer Documentation
Rippling 64 · Workstream 56
0.6 weighted points to Rippling
12% weight · 100% of the movement so far
Human Oversight Design
Rippling 60 · Workstream 61
0.1 weighted points to Workstream
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +17.8 — the difference between the two totals before either is rounded. Shares are of 18.0 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +17 beside that +17.8.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Rippling minus Workstream.
| Category | Weight | Rippling | Workstream | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 73 | 40 | +33 | +6.6 |
| Bias Audit Transparency | 18% | 42 | 20 | +22 | +4.0 |
| FRIA Support | 15% | 45 | 27 | +18 | +2.7 |
| Data Governance Disclosure | 15% | 64 | 47 | +17 | +2.5 |
| Human Oversight Design | 12% | 60 | 61 | -1 | -0.1 |
| Post-Market Monitoring | 12% | 47 | 35 | +12 | +1.4 |
| Customer Documentation | 8% | 64 | 56 | +8 | +0.6 |
| Total | 100% | 56 (F) | 39 (F) | +17 | +17.8 |
§ 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 | Rippling | Workstream | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 0 | Audit reportSources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 2 | 0 | Audit reportSources on the vendor's own domain | 5 | 1 | Sources on the vendor's own domain |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 2 | 0 | Audit reportSources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 1 | 0 | Sources on the vendor's own domain | 7 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 2 | 0 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domainSources on a separate domain |
| Customer Documentation | 8% | 2 | 0 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 12 | 1 | Audit reportSources on the vendor's own domain | 28 | 6 | Sources on the vendor's own domainSources on a separate domain |
Rippling has 13 evidence rows across 7 of 7 criteria — 12 with a source URL, 1 documented absence; Workstream has 34 evidence rows across 7 of 7 criteria — 28 with a source URL, 6 documented absences; some documentation or audit rows for Workstream sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 47 evidence rows on file for these two vendors: 13 for Rippling, across 1 distinct source domain, and 34 for Workstream, across 2 distinct source domains.
- Rubric
- v1.0
- Rippling last reviewed
- July 17, 2026 · HireAIScore editorial team
- Workstream 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