Side-by-side · Rubric v1.0
Gloat vs Sapia.ai
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
Sapia.ai
Structured, text-based chat interview that scores candidates on personality (HEXACO) and competency traits - with no video, audio, or demographic data used.
Substantial gaps
Assessment
The result
Sapia.ai leads Gloat on 5 of the 7 criteria.
Under rubric v1.0, Sapia.ai, filed under Assessment, finishes on 56 and Gloat, filed under Sourcing, on 47, 9 points apart. Gloat is ahead on none of the 7 criteria: Sapia.ai takes 5, the remaining 2 are level, and the nearest of those 5 is Data Governance Disclosure, Gloat 58 to Sapia.ai 62. Article 11 Technical Documentation is both the widest raw gap and the heaviest weighted swing — Gloat 48, Sapia.ai 70 — and at a 20% weight it carries 46% of the weighted advantage Sapia.ai holds across the 5 criteria on that side of the table.
Criteria won
7 criteria
- Gloat0
- Sapia.ai5
- Level2
- Widest raw gap
- Article 11 Technical Documentation48 vs 70
- Heaviest weighted swing
- Article 11 Technical Documentation20% weight
The record
Categories, scope and company facts.
Gloat is filed under Candidate sourcing AI, Sapia.ai under Assessment AI. They record no secondary category in common.
Both are in scope of
| Record | Gloat | Sapia.ai |
|---|---|---|
| Price tier | Enterprise | Enterprise |
| Headquarters | US | AU |
| Founded | 2015 | 2013 |
What decides it
The criteria that move the gap, heaviest swing first.
- 1
Article 11 Technical Documentation
20% weight46% of the movement so far
Gloat48Sapia.ai704.4 weighted points to Sapia.ai
- 2
Bias Audit Transparency
18% weight73% of the movement so far
Gloat38Sapia.ai522.5 weighted points to Sapia.ai
- 3
FRIA Support
15% weight84% of the movement so far
Gloat28Sapia.ai351.1 weighted points to Sapia.ai
- 4
Post-Market Monitoring
12% weight94% of the movement so far
Gloat42Sapia.ai501.0 weighted points to Sapia.ai
- 5
Data Governance Disclosure
15% weight100% of the movement so far
Gloat58Sapia.ai620.6 weighted points to Sapia.ai
Weighted delta is the raw difference times the criterion weight, so the 5 figures above sum to -9.5 — the difference between the two totals before either is rounded. Shares are of 9.5 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -9 beside that -9.5.
Category-by-category
Raw score per criterion, with weighted delta.
Δ is Gloat minus Sapia.ai, coloured for whichever of the two it favours.
| Category | Weight | Gloat | Sapia.ai | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 48 | 70 | -22 | -4.4 |
| Bias Audit Transparency | 18% | 38 | 52 | -14 | -2.5 |
| FRIA Support | 15% | 28 | 35 | -7 | -1.1 |
| Data Governance Disclosure | 15% | 58 | 62 | -4 | -0.6 |
| Human Oversight Design | 12% | 62 | 62 | - | - |
| Post-Market Monitoring | 12% | 42 | 50 | -8 | -1.0 |
| Customer Documentation | 8% | 62 | 62 | - | - |
| Total | 100% | 47F | 56F | -9 | -9.5 |
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 | Sapia.ai | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 3 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 2 | 2 | Sources on the vendor's own domain | 2 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain |
| FRIA Support | 15% | 2 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 4 | 1 | Audit reportSources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 3 | 1 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 1 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 4 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 21 | 8 | Audit reportSources on the vendor's own domain | 16 | 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; Sapia.ai has 20 evidence rows across 7 of 7 criteria — 16 with a source URL, 4 documented absences; some documentation or audit rows for Sapia.ai sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 49 evidence rows on file for these two vendors: 29 for Gloat, across 1 distinct source domain, and 20 for Sapia.ai, across 2 distinct source domains.
- Rubric
- v1.0
- Gloat last reviewed
- August 2, 2026 · HireAIScore editorial team
- Sapia.ai last reviewed
- June 7, 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.