§ The result
Harri leads SeekOut by 7 points.
Harri scores 41 and SeekOut 34 under rubric v1.0, a 7-point gap across the ATS-integrated and Sourcing cohorts. Harri leads 5 of the 7 criteria, including FRIA Support, while SeekOut leads 1, including Bias Audit Transparency, and 1 is level. The heaviest weighted swing runs the other way — SeekOut takes Bias Audit Transparency at 18%, Harri 22 to SeekOut 40, 100% of the weighted advantage SeekOut holds — while the widest raw gap sits on Customer Documentation, Harri 60 to SeekOut 35.
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
SeekOut
Sourcing platform aggregating public profile data into a searchable talent index, with AI-assisted candidate matching and outreach.
§ The record
Harri is filed under ATS-integrated AI, SeekOut under Candidate sourcing AI. They record no secondary category in common.
Both are in scope of EU AI Act, NYC LL 144 and Colorado AI Act. Only Harri is in scope of Illinois HB 3773.
| Record | Harri | SeekOut |
|---|---|---|
| Price tier | Enterprise | Enterprise |
| Headquarters | US | US |
| Founded | 2012 | 2017 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 24% of the movement so far
Bias Audit Transparency
Harri 22 · SeekOut 40
3.2 weighted points to SeekOut
15% weight · 46% of the movement so far
FRIA Support
Harri 44 · SeekOut 25
2.9 weighted points to Harri
15% weight · 65% of the movement so far
Data Governance Disclosure
Harri 52 · SeekOut 35
2.5 weighted points to Harri
8% weight · 80% of the movement so far
Customer Documentation
Harri 60 · SeekOut 35
2.0 weighted points to Harri
12% weight · 94% of the movement so far
Post-Market Monitoring
Harri 40 · SeekOut 25
1.8 weighted points to Harri
12% weight · 100% of the movement so far
Human Oversight Design
Harri 52 · SeekOut 45
0.8 weighted points to Harri
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +6.8 — the difference between the two totals before either is rounded. Shares are of 13.3 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +7 beside that +6.8.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Harri minus SeekOut.
| Category | Weight | Harri | SeekOut | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 35 | 35 | - | - |
| Bias Audit Transparency | 18% | 22 | 40 | -18 | -3.2 |
| FRIA Support | 15% | 44 | 25 | +19 | +2.9 |
| Data Governance Disclosure | 15% | 52 | 35 | +17 | +2.5 |
| Human Oversight Design | 12% | 52 | 45 | +7 | +0.8 |
| Post-Market Monitoring | 12% | 40 | 25 | +15 | +1.8 |
| Customer Documentation | 8% | 60 | 35 | +25 | +2.0 |
| Total | 100% | 41 (F) | 34 (F) | +7 | +6.8 |
§ 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 | SeekOut | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 2 | 2 | Sources on the vendor's own domain | 1 | 1 | — |
| FRIA Support | 15% | 2 | 1 | Sources on the vendor's own domain | 0 | 1 | — |
| Data Governance Disclosure | 15% | 4 | 1 | Sources on the vendor's own domain | 1 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 3 | 1 | Sources on the vendor's own domain | 1 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 2 | 1 | Sources on the vendor's own domain | 0 | 1 | — |
| Customer Documentation | 8% | 4 | 1 | Sources on the vendor's own domain | 1 | 0 | Sources on the vendor's own domain |
| All criteria | 100% | 19 | 8 | Sources on the vendor's own domain | 5 | 4 | 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; SeekOut has 9 evidence rows across 7 of 7 criteria — 5 with a source URL, 4 documented absences.
Provenance
The scores above are documented by 36 evidence rows on file for these two vendors: 27 for Harri, across 1 distinct source domain, and 9 for SeekOut, across 1 distinct source domain.
- Rubric
- v1.0
- Harri last reviewed
- August 2, 2026 · HireAIScore editorial team
- SeekOut last reviewed
- May 21, 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