§ The result
3 points separate Harri and impress.ai.
Harri (ATS-integrated) edges impress.ai (Screening) by 3 points under rubric v1.0, 41 to 38. Harri leads 3 of the 7 criteria, including FRIA Support, while impress.ai leads 1, including Data Governance Disclosure, and 3 are level. FRIA Support is both the widest raw gap and the heaviest weighted swing — Harri 44, impress.ai 25 — and at a 15% weight it carries 72% of the weighted advantage Harri holds across the 3 criteria on that side of the table.
Vendor profile
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.
Vendor profile
impress.ai
impress.ai is a Singapore-headquartered recruitment automation platform that uses conversational AI assistants, resume parsing and scoring, and structured competency-based screening to filter, rank and shortlist job candidates, integrating with enterprise ATS systems.
§ The record
Harri is filed under ATS-integrated AI, impress.ai under Screening AI. They record no secondary category in common.
Both are in scope of EU AI Act, NYC LL 144, Colorado AI Act and Illinois HB 3773. Only impress.ai is in scope of Mobley v. Workday.
| Record | Harri | impress.ai |
|---|---|---|
| Price tier | Enterprise | High |
| Headquarters | US | SG |
| Founded | 2012 | 2017 |
§ What decides it
The criteria that move the gap, heaviest swing first.
15% weight · 64% of the movement so far
FRIA Support
Harri 44 · impress.ai 25
2.9 weighted points to Harri
12% weight · 86% of the movement so far
Post-Market Monitoring
Harri 40 · impress.ai 32
1.0 weighted points to Harri
15% weight · 96% of the movement so far
Data Governance Disclosure
Harri 52 · impress.ai 55
0.4 weighted points to impress.ai
8% weight · 100% of the movement so far
Customer Documentation
Harri 60 · impress.ai 58
0.2 weighted points to Harri
Weighted delta is the raw difference times the criterion weight, so the 4 figures above sum to +3.5 — the difference between the two totals before either is rounded. Shares are of 4.4 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +3 beside that +3.5.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Harri minus impress.ai.
| Category | Weight | Harri | impress.ai | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 35 | 35 | - | - |
| Bias Audit Transparency | 18% | 22 | 22 | - | - |
| FRIA Support | 15% | 44 | 25 | +19 | +2.9 |
| Data Governance Disclosure | 15% | 52 | 55 | -3 | -0.4 |
| Human Oversight Design | 12% | 52 | 52 | - | - |
| Post-Market Monitoring | 12% | 40 | 32 | +8 | +1.0 |
| Customer Documentation | 8% | 60 | 58 | +2 | +0.2 |
| Total | 100% | 41 (F) | 38 (F) | +3 | +3.5 |
§ 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 | Harri | impress.ai | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 2 | 2 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own 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 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 3 | 1 | Sources on the vendor's own domain | 3 | 1 | 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 domain |
| Customer Documentation | 8% | 4 | 1 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 19 | 8 | Sources on the vendor's own domain | 18 | 7 | Sources on the vendor's own domain |
Harri has 27 evidence rows across 7 of 7 criteria — 19 with a source URL, 8 documented absences; impress.ai has 25 evidence rows across 7 of 7 criteria — 18 with a source URL, 7 documented absences.
Provenance
The scores above are documented by 52 evidence rows on file for these two vendors: 27 for Harri, across 1 distinct source domain, and 25 for impress.ai, across 1 distinct source domain.
- Rubric
- v1.0
- Harri last reviewed
- August 2, 2026 · HireAIScore editorial team
- impress.ai last reviewed
- August 2, 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