§ The result
4 points separate Stepstone and Cangrade.
Stepstone holds a 4-point edge over Cangrade under rubric v1.0, 49 to 45, across the Screening and Assessment cohorts. Stepstone leads 5 of the 7 criteria, including Bias Audit Transparency, while Cangrade leads 1, including Customer Documentation, and 1 is level. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — Cangrade 35, Stepstone 50 — and at an 18% weight it carries 61% of the weighted advantage Stepstone holds across the 5 criteria on that side of the table.
Vendor profile
Cangrade
Cangrade is a predictive pre-hire assessment and screening platform that scores candidates against customer-specific success models built from roughly 50 psychometric traits, with add-on modules for resume screening, structured and video interviews, interview scheduling, and reference checking.
Vendor profile
Stepstone
Stepstone is a German job marketplace whose Stepstone Recruit employer platform includes an AI Screening Agent, which rates each application against requirements taken from the job ad, and a Talent Finder, which recommends candidates from a CV database of more than 4 million profiles.
§ The record
Cangrade is filed under Assessment AI, Stepstone under Screening AI. They record no secondary category in common.
Both are in scope of NYC LL 144, EU AI Act, Illinois HB 3773 and Colorado AI Act. Only Cangrade is in scope of Mobley v. Workday.
| Record | Cangrade | Stepstone |
|---|---|---|
| Price tier | Mid | Mid |
| Headquarters | US | DE |
| Founded | 2014 | 1996 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 57% of the movement so far
Bias Audit Transparency
Cangrade 35 · Stepstone 50
2.7 weighted points to Stepstone
12% weight · 72% of the movement so far
Post-Market Monitoring
Cangrade 32 · Stepstone 38
0.7 weighted points to Stepstone
20% weight · 85% of the movement so far
Article 11 Technical Documentation
Cangrade 52 · Stepstone 55
0.6 weighted points to Stepstone
8% weight · 92% of the movement so far
Customer Documentation
Cangrade 62 · Stepstone 58
0.3 weighted points to Cangrade
12% weight · 97% of the movement so far
Human Oversight Design
Cangrade 56 · Stepstone 58
0.2 weighted points to Stepstone
15% weight · 100% of the movement so far
Data Governance Disclosure
Cangrade 54 · Stepstone 55
0.1 weighted points to Stepstone
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to -4.1 — the difference between the two totals before either is rounded. Shares are of 4.7 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -4 beside that -4.1.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Cangrade minus Stepstone.
| Category | Weight | Cangrade | Stepstone | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 52 | 55 | -3 | -0.6 |
| Bias Audit Transparency | 18% | 35 | 50 | -15 | -2.7 |
| FRIA Support | 15% | 30 | 30 | - | - |
| Data Governance Disclosure | 15% | 54 | 55 | -1 | -0.1 |
| Human Oversight Design | 12% | 56 | 58 | -2 | -0.2 |
| Post-Market Monitoring | 12% | 32 | 38 | -6 | -0.7 |
| Customer Documentation | 8% | 62 | 58 | +4 | +0.3 |
| Total | 100% | 45 (F) | 49 (F) | -4 | -4.1 |
§ 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 | Cangrade | Stepstone | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 3 | 1 | Sources on the vendor's own domainSources on a separate domain | 5 | 1 | Sources on the vendor's own domainSources on a separate domain |
| Bias Audit Transparency | 18% | 4 | 3 | — | 3 | 1 | Audit reportSources on a separate domain |
| FRIA Support | 15% | 2 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 3 | 2 | Sources on the vendor's own domain | 6 | 0 | Sources on the vendor's own domainSources on a separate domain |
| Human Oversight Design | 12% | 2 | 1 | Sources on the vendor's own domain | 5 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 2 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domainSources on a separate domain |
| Customer Documentation | 8% | 4 | 1 | Sources on the vendor's own domain | 5 | 0 | Sources on the vendor's own domain |
| All criteria | 100% | 20 | 10 | Sources on the vendor's own domainSources on a separate domain | 29 | 4 | Audit reportSources on the vendor's own domainSources on a separate domain |
Cangrade has 27 evidence rows across 7 of 7 criteria — 20 with a source URL, 10 documented absences; Stepstone has 33 evidence rows across 7 of 7 criteria — 29 with a source URL, 4 documented absences; some documentation or audit rows for Cangrade and Stepstone 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: 27 for Cangrade, across 3 distinct source domains, and 33 for Stepstone, across 6 distinct source domains.
- Rubric
- v1.0
- Cangrade last reviewed
- August 2, 2026 · HireAIScore editorial team
- Stepstone 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