§ The result
Rippling leads Canditech on all 7 criteria.
Rippling finishes 17 points clear of Canditech under rubric v1.0 — 56 against 39 — across the ATS-integrated and Assessment cohorts. Rippling leads every one of the 7 criteria, Canditech none of them, and the closest of the 7 is Customer Documentation, Canditech 58 to Rippling 64. Article 11 Technical Documentation is both the widest raw gap and the heaviest weighted swing — Canditech 37, Rippling 73 — and at a 20% weight it carries 41% of the weighted advantage Rippling holds across the 7 criteria on that side of the table.
Vendor profile
Canditech
Canditech is a skills-assessment and job-simulation platform that screens candidates with work-sample tests, technical and soft-skill assessments, and one-way video interviews, using AI agents to auto-score open-text and video responses.
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.
§ The record
Canditech is filed under Assessment AI, Rippling under ATS-integrated AI. They record no secondary category in common.
Both are in scope of NYC LL 144, EU AI Act and Colorado AI Act. Only Canditech is in scope of Illinois HB 3773 and Mobley v. Workday.
| Record | Canditech | Rippling |
|---|---|---|
| Price tier | Mid | High |
| Headquarters | IL | US |
| Founded | 2019 | 2016 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 41% of the movement so far
Article 11 Technical Documentation
Canditech 37 · Rippling 73
7.2 weighted points to Rippling
18% weight · 59% of the movement so far
Bias Audit Transparency
Canditech 25 · Rippling 42
3.1 weighted points to Rippling
15% weight · 72% of the movement so far
FRIA Support
Canditech 30 · Rippling 45
2.3 weighted points to Rippling
15% weight · 82% of the movement so far
Data Governance Disclosure
Canditech 52 · Rippling 64
1.8 weighted points to Rippling
12% weight · 92% of the movement so far
Post-Market Monitoring
Canditech 32 · Rippling 47
1.8 weighted points to Rippling
12% weight · 97% of the movement so far
Human Oversight Design
Canditech 53 · Rippling 60
0.8 weighted points to Rippling
8% weight · 100% of the movement so far
Customer Documentation
Canditech 58 · Rippling 64
0.5 weighted points to Rippling
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -17.4 — the difference between the two totals before either is rounded. Shares are of 17.4 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 -17.4.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Canditech minus Rippling.
| Category | Weight | Canditech | Rippling | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 37 | 73 | -36 | -7.2 |
| Bias Audit Transparency | 18% | 25 | 42 | -17 | -3.1 |
| FRIA Support | 15% | 30 | 45 | -15 | -2.3 |
| Data Governance Disclosure | 15% | 52 | 64 | -12 | -1.8 |
| Human Oversight Design | 12% | 53 | 60 | -7 | -0.8 |
| Post-Market Monitoring | 12% | 32 | 47 | -15 | -1.8 |
| Customer Documentation | 8% | 58 | 64 | -6 | -0.5 |
| Total | 100% | 39 (F) | 56 (F) | -17 | -17.4 |
§ 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 | Canditech | Rippling | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 2 | 0 | Audit reportSources on the vendor's own domain |
| Bias Audit Transparency | 18% | 1 | 1 | — | 2 | 0 | Audit reportSources on the vendor's own 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% | 2 | 1 | Sources on the vendor's own domain | 2 | 0 | Audit reportSources on the vendor's own domain |
| Human Oversight Design | 12% | 2 | 1 | Sources on the vendor's own domain | 1 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 1 | 1 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 2 | 1 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| All criteria | 100% | 11 | 7 | Sources on the vendor's own domain | 12 | 1 | Audit reportSources on the vendor's own domain |
Canditech has 18 evidence rows across 7 of 7 criteria — 11 with a source URL, 7 documented absences; Rippling has 13 evidence rows across 7 of 7 criteria — 12 with a source URL, 1 documented absence.
Provenance
The scores above are documented by 31 evidence rows on file for these two vendors: 18 for Canditech, across 1 distinct source domain, and 13 for Rippling, across 1 distinct source domain.
- Rubric
- v1.0
- Canditech last reviewed
- July 17, 2026 · HireAIScore editorial team
- Rippling last reviewed
- July 17, 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