Side-by-side · Rubric v1.0
Harri vs Sapia.ai
Harri
Harri is a frontline workforce platform for hospitality, grocery and care employers whose pre-hire suite pairs a career portal and applicant tracking system with Carri, a conversational AI assistant that screens applicants and coordinates interviews, plus an agentic AI layer (Salli) for scheduling and labor-law compliance.
Substantial gaps
ATS-integrated
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 Harri by 15 points.
Sapia.ai finishes 15 points clear of Harri under rubric v1.0 — 56 against 41 — across the Assessment and ATS-integrated cohorts. The 7 criteria split 6 to 1 in favour of Sapia.ai: Sapia.ai is ahead on Article 11 Technical Documentation and Harri on FRIA Support. One criterion, Article 11 Technical Documentation, is both the widest raw gap (Harri 35, Sapia.ai 70) and the heaviest weighted swing, and at 20% weight it makes up 43% of the weighted advantage Sapia.ai holds across the 6 criteria it leads.
Criteria won
7 criteria
- Harri1
- Sapia.ai6
- Widest raw gap
- Article 11 Technical Documentation35 vs 70
- Heaviest weighted swing
- Article 11 Technical Documentation20% weight
Keep this comparison
Both scores and all 7 criteria, side by side, in your inbox.
The record
Categories, scope and company facts.
Harri is filed under ATS-integrated AI, Sapia.ai under Assessment AI. They also share 1 secondary category: Screening.
Both are in scope of
Only Sapia.ai is in scope of
| Record | Harri | Sapia.ai |
|---|---|---|
| Price tier | Enterprise | Enterprise |
| Headquarters | US | AU |
| Founded | 2012 | 2013 |
What decides it
The criteria that move the gap, heaviest swing first.
- 1
Article 11 Technical Documentation
20% weight39% of the movement so far
Harri35Sapia.ai707.0 weighted points to Sapia.ai
- 2
Bias Audit Transparency
18% weight70% of the movement so far
Harri22Sapia.ai525.4 weighted points to Sapia.ai
- 3
Data Governance Disclosure
15% weight78% of the movement so far
Harri52Sapia.ai621.5 weighted points to Sapia.ai
- 4
FRIA Support
15% weight86% of the movement so far
Harri44Sapia.ai351.3 weighted points to Harri
- 5
Human Oversight Design
12% weight92% of the movement so far
Harri52Sapia.ai621.2 weighted points to Sapia.ai
- 6
Post-Market Monitoring
12% weight99% of the movement so far
Harri40Sapia.ai501.2 weighted points to Sapia.ai
- 7
Customer Documentation
8% weight100% of the movement so far
Harri60Sapia.ai620.2 weighted points to Sapia.ai
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -15.1 — the difference between the two totals before either is rounded. Shares are of 17.8 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -15 beside that -15.1.
Category-by-category
Raw score per criterion, with weighted delta.
Δ is Harri minus Sapia.ai, coloured for whichever of the two it favours.
| Category | Weight | Harri | Sapia.ai | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 35 | 70 | -35 | -7.0 |
| Bias Audit Transparency | 18% | 22 | 52 | -30 | -5.4 |
| FRIA Support | 15% | 44 | 35 | +9 | +1.3 |
| Data Governance Disclosure | 15% | 52 | 62 | -10 | -1.5 |
| Human Oversight Design | 12% | 52 | 62 | -10 | -1.2 |
| Post-Market Monitoring | 12% | 40 | 50 | -10 | -1.2 |
| Customer Documentation | 8% | 60 | 62 | -2 | -0.2 |
| Total | 100% | 41F | 56F | -15 | -15.1 |
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 | Harri | Sapia.ai | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 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 | Sources 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% | 2 | 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% | 19 | 8 | Sources on the vendor's own domain | 16 | 4 | Audit reportSources on the vendor's own domainSources on a separate domain |
Harri has 27 evidence rows across 7 of 7 criteria — 19 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 47 evidence rows on file for these two vendors: 27 for Harri, across 1 distinct source domain, and 20 for Sapia.ai, across 2 distinct source domains.
- Rubric
- v1.0
- Harri last reviewed
- August 2, 2026 · HireAIScore editorial team
- Sapia.ai last reviewed
- June 7, 2026 · HireAIScore editorial team
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