§ The result
1 point separates Gem and Metaview.
Gem (Sourcing) edges Metaview (Screening) by 1 point under rubric v1.0, 55 to 54. Gem and Metaview each lead 3 of the 7 criteria, with 1 level, though the side of the split Gem holds (headed by Article 11 Technical Documentation) adds up to more weighted points. Article 11 Technical Documentation is both the widest raw gap and the heaviest weighted swing — Gem 58, Metaview 38 — and at a 20% weight it carries 90% of the weighted advantage Gem holds across the 3 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
Metaview
Metaview is an AI recruiting platform whose agents transcribe and summarize interviews into structured notes and scorecards, and whose Application Review feature screens and ranks inbound applicants against an auto-generated Ideal Candidate Profile with fit ratings.
§ The record
Gem is filed under Candidate sourcing AI, Metaview under Screening AI. They also share 1 secondary category: ATS-integrated.
Both are in scope of EU AI Act, NYC LL 144, Colorado AI Act and Illinois HB 3773. Only Metaview is in scope of Mobley v. Workday.
| Record | Gem | Metaview |
|---|---|---|
| Price tier | High | Mid |
| Headquarters | US | GB |
| Founded | 2017 | 2018 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 53% of the movement so far
Article 11 Technical Documentation
Gem 58 · Metaview 38
4.0 weighted points to Gem
18% weight · 87% of the movement so far
Bias Audit Transparency
Gem 66 · Metaview 80
2.5 weighted points to Metaview
15% weight · 93% of the movement so far
Data Governance Disclosure
Gem 57 · Metaview 60
0.4 weighted points to Metaview
15% weight · 97% of the movement so far
FRIA Support
Gem 35 · Metaview 33
0.3 weighted points to Gem
12% weight · 98% of the movement so far
Human Oversight Design
Gem 61 · Metaview 60
0.1 weighted points to Gem
12% weight · 100% of the movement so far
Post-Market Monitoring
Gem 47 · Metaview 48
0.1 weighted points to Metaview
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +1.3 — the difference between the two totals before either is rounded. Shares are of 7.5 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +1 beside that +1.3.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Gem minus Metaview.
| Category | Weight | Gem | Metaview | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 58 | 38 | +20 | +4.0 |
| Bias Audit Transparency | 18% | 66 | 80 | -14 | -2.5 |
| FRIA Support | 15% | 35 | 33 | +2 | +0.3 |
| Data Governance Disclosure | 15% | 57 | 60 | -3 | -0.4 |
| Human Oversight Design | 12% | 61 | 60 | +1 | +0.1 |
| Post-Market Monitoring | 12% | 47 | 48 | -1 | -0.1 |
| Customer Documentation | 8% | 62 | 62 | - | - |
| Total | 100% | 55 (F) | 54 (F) | +1 | +1.3 |
§ 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 | Metaview | ||||
|---|---|---|---|---|---|---|---|
| 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 | 2 | 0 | Audit reportSources on a separate domain |
| FRIA Support | 15% | 2 | 1 | Sources on the vendor's own domain | 1 | 1 | — |
| Data Governance Disclosure | 15% | 3 | 0 | Audit reportSources on the vendor's own domain | 3 | 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 | 2 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 0 | Sources on the vendor's own domain | 2 | 0 | Audit reportSources on a separate domain |
| Customer Documentation | 8% | 3 | 0 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 19 | 2 | Audit reportSources on the vendor's own domainSources on a separate domain | 13 | 3 | Audit reportSources on the vendor's own domainSources on a separate domain |
Gem has 21 evidence rows across 7 of 7 criteria — 19 with a source URL, 2 documented absences; Metaview has 16 evidence rows across 7 of 7 criteria — 13 with a source URL, 3 documented absences; some documentation or audit rows for Gem and Metaview sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 37 evidence rows on file for these two vendors: 21 for Gem, across 2 distinct source domains, and 16 for Metaview, across 2 distinct source domains.
- Rubric
- v1.0
- Gem last reviewed
- June 7, 2026 · HireAIScore editorial team
- Metaview 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.
§ Where next