Side-by-side · Rubric v1.0
Gloat vs Stepstone
Gloat
Gloat is an AI-powered internal talent marketplace and "agentic HR" platform that matches an employer's existing employees to internal job openings, gigs, projects, mentorships, and learning based on inferred skills and career goals.
Substantial gaps
Sourcing
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.
Substantial gaps
Screening
The result
Stepstone takes the total, Gloat takes more of the criteria.
Stepstone holds a 2-point edge over Gloat under rubric v1.0, 49 to 47, across the Screening and Sourcing cohorts. Gloat leads more of the criteria, 4 against 3 for Stepstone, yet Stepstone takes Bias Audit Transparency, which carries 18% of the rubric, and the weighted sum with it. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — Gloat 38, Stepstone 50 — and at an 18% weight it carries 56% of the weighted advantage Stepstone holds across the 3 criteria on that side of the table.
Criteria won
7 criteria
- Gloat4
- Stepstone3
- Widest raw gap
- Bias Audit Transparency38 vs 50
- Heaviest weighted swing
- Bias Audit Transparency18% weight
The record
Categories, scope and company facts.
Gloat is filed under Candidate sourcing AI, Stepstone under Screening AI. They record no secondary category in common.
Both are in scope of
Only Gloat is in scope of
| Record | Gloat | Stepstone |
|---|---|---|
| Price tier | Enterprise | Mid |
| Headquarters | US | DE |
| Founded | 2015 | 1996 |
What decides it
The criteria that move the gap, heaviest swing first.
- 1
Bias Audit Transparency
18% weight39% of the movement so far
Gloat38Stepstone502.2 weighted points to Stepstone
- 2
Article 11 Technical Documentation
20% weight64% of the movement so far
Gloat48Stepstone551.4 weighted points to Stepstone
- 3
Human Oversight Design
12% weight72% of the movement so far
Gloat62Stepstone580.5 weighted points to Gloat
- 4
Post-Market Monitoring
12% weight81% of the movement so far
Gloat42Stepstone380.5 weighted points to Gloat
- 5
Data Governance Disclosure
15% weight89% of the movement so far
Gloat58Stepstone550.4 weighted points to Gloat
- 6
Customer Documentation
8% weight95% of the movement so far
Gloat62Stepstone580.3 weighted points to Gloat
- 7
FRIA Support
15% weight100% of the movement so far
Gloat28Stepstone300.3 weighted points to Stepstone
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -2.1 — the difference between the two totals before either is rounded. Shares are of 5.6 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -2 beside that -2.1.
Category-by-category
Raw score per criterion, with weighted delta.
Δ is Gloat minus Stepstone, coloured for whichever of the two it favours.
| Category | Weight | Gloat | Stepstone | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 48 | 55 | -7 | -1.4 |
| Bias Audit Transparency | 18% | 38 | 50 | -12 | -2.2 |
| FRIA Support | 15% | 28 | 30 | -2 | -0.3 |
| Data Governance Disclosure | 15% | 58 | 55 | +3 | +0.4 |
| Human Oversight Design | 12% | 62 | 58 | +4 | +0.5 |
| Post-Market Monitoring | 12% | 42 | 38 | +4 | +0.5 |
| Customer Documentation | 8% | 62 | 58 | +4 | +0.3 |
| Total | 100% | 47F | 49F | -2 | -2.1 |
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 | Gloat | Stepstone | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 3 | 1 | Sources on the vendor's own domain | 5 | 1 | Sources on the vendor's own domainSources on a separate domain |
| Bias Audit Transparency | 18% | 2 | 2 | Sources on the vendor's own domain | 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% | 4 | 1 | Audit reportSources on the vendor's own domain | 6 | 0 | Sources on the vendor's own domainSources on a separate domain |
| Human Oversight Design | 12% | 3 | 1 | Sources on the vendor's own domain | 5 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 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% | 21 | 8 | Audit reportSources on the vendor's own domain | 29 | 4 | Audit reportSources on the vendor's own domainSources on a separate domain |
Gloat has 29 evidence rows across 7 of 7 criteria — 21 with a source URL, 8 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 Stepstone sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 62 evidence rows on file for these two vendors: 29 for Gloat, across 1 distinct source domain, and 33 for Stepstone, across 6 distinct source domains.
- Rubric
- v1.0
- Gloat 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.