§ The result
Gem leads SeekOut on all 7 criteria.
Gem finishes 21 points clear of SeekOut inside the Sourcing cohort under rubric v1.0: 55 against 34. Gem leads every one of the 7 criteria and 5 of them by 20 raw points or more, Bias Audit Transparency among them; SeekOut leads none. The widest raw gap and the heaviest weighted swing fall on different criteria: Customer Documentation (Gem 62, SeekOut 35) and Bias Audit Transparency at 18% (Gem 66, SeekOut 40), the second being 22% of the weighted advantage Gem holds across the 7 criteria on that side of the table.
Vendor profile
Gem
Gem is an AI-first recruiting platform combining a talent CRM, AI sourcing and outreach automation, candidate engagement, and a newer applicant tracking system with AI-powered application review and ranking.
Vendor profile
SeekOut
Sourcing platform aggregating public profile data into a searchable talent index, with AI-assisted candidate matching and outreach.
§ The record
Gem and SeekOut are both filed 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 Gem is in scope of Illinois HB 3773.
| Record | Gem | SeekOut |
|---|---|---|
| Price tier | High | Enterprise |
| Headquarters | US | US |
| Founded | 2017 | 2017 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 22% of the movement so far
Bias Audit Transparency
Gem 66 · SeekOut 40
4.7 weighted points to Gem
20% weight · 45% of the movement so far
Article 11 Technical Documentation
Gem 58 · SeekOut 35
4.6 weighted points to Gem
15% weight · 60% of the movement so far
Data Governance Disclosure
Gem 57 · SeekOut 35
3.3 weighted points to Gem
12% weight · 73% of the movement so far
Post-Market Monitoring
Gem 47 · SeekOut 25
2.6 weighted points to Gem
8% weight · 84% of the movement so far
Customer Documentation
Gem 62 · SeekOut 35
2.2 weighted points to Gem
12% weight · 93% of the movement so far
Human Oversight Design
Gem 61 · SeekOut 45
1.9 weighted points to Gem
15% weight · 100% of the movement so far
FRIA Support
Gem 35 · SeekOut 25
1.5 weighted points to Gem
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +20.8 — the difference between the two totals before either is rounded. Shares are of 20.8 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +21 beside that +20.8.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Gem minus SeekOut.
| Category | Weight | Gem | SeekOut | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 58 | 35 | +23 | +4.6 |
| Bias Audit Transparency | 18% | 66 | 40 | +26 | +4.7 |
| FRIA Support | 15% | 35 | 25 | +10 | +1.5 |
| Data Governance Disclosure | 15% | 57 | 35 | +22 | +3.3 |
| Human Oversight Design | 12% | 61 | 45 | +16 | +1.9 |
| Post-Market Monitoring | 12% | 47 | 25 | +22 | +2.6 |
| Customer Documentation | 8% | 62 | 35 | +27 | +2.2 |
| Total | 100% | 55 (F) | 34 (F) | +21 | +20.8 |
§ 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 | Gem | SeekOut | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain | 1 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 3 | 0 | Audit reportSources on the vendor's own domainSources on a separate domain | 1 | 1 | — |
| FRIA Support | 15% | 2 | 1 | Sources on the vendor's own domain | 0 | 1 | — |
| Data Governance Disclosure | 15% | 3 | 0 | Audit reportSources on the vendor's own domain | 1 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 3 | 0 | Audit reportSources on the vendor's own domainSources on a separate domain | 1 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 0 | Sources on the vendor's own domain | 0 | 1 | — |
| Customer Documentation | 8% | 3 | 0 | Sources on the vendor's own domain | 1 | 0 | Sources on the vendor's own domain |
| All criteria | 100% | 19 | 2 | Audit reportSources on the vendor's own domainSources on a separate domain | 5 | 4 | Sources on the vendor's own domain |
Gem has 21 evidence rows across 7 of 7 criteria — 19 with a source URL, 2 documented absences; SeekOut has 9 evidence rows across 7 of 7 criteria — 5 with a source URL, 4 documented absences; some documentation or audit rows for Gem sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 30 evidence rows on file for these two vendors: 21 for Gem, across 2 distinct source domains, and 9 for SeekOut, across 1 distinct source domain.
- Rubric
- v1.0
- Gem last reviewed
- June 7, 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
Scored against