§ The result
Jobma leads Ribbon on all 7 criteria.
Under rubric v1.0, Jobma, filed under Video interview, finishes on 49 and Ribbon, filed under Screening, on 43, 6 points apart. Jobma takes all 7 criteria from Ribbon without a 20-point raw gap on any of them; the closest is Bias Audit Transparency, Jobma 40 to Ribbon 38. Article 11 Technical Documentation is both the widest raw gap and the heaviest weighted swing — Jobma 55, Ribbon 42 — and at a 20% weight it carries 44% of the weighted advantage Jobma holds across the 7 criteria on that side of the table.
Vendor profile
Jobma
AI video interviewing platform offering one-way (pre-recorded), live, and agentic AI interviews with automated transcription and AI scoring of candidate video, audio, and written responses as recruiter decision-support.
Vendor profile
Ribbon
Ribbon is an AI recruiter that runs voice and video screening interviews with applicants around the clock, scores each interview against default and custom rubrics, ranks candidates for recruiter review, and syncs the results to 60+ applicant tracking systems.
§ The record
Jobma is filed under Video interview AI, Ribbon under Screening AI. They record no secondary category in common.
Both are in scope of NYC LL 144, EU AI Act, Illinois HB 3773, Mobley v. Workday and Colorado AI Act.
| Record | Jobma | Ribbon |
|---|---|---|
| Price tier | Mid | Low |
| Headquarters | US | CA |
| Founded | 2012 | 2020 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 44% of the movement so far
Article 11 Technical Documentation
Jobma 55 · Ribbon 42
2.6 weighted points to Jobma
15% weight · 59% of the movement so far
Data Governance Disclosure
Jobma 56 · Ribbon 50
0.9 weighted points to Jobma
12% weight · 73% of the movement so far
Post-Market Monitoring
Jobma 44 · Ribbon 37
0.8 weighted points to Jobma
12% weight · 83% of the movement so far
Human Oversight Design
Jobma 60 · Ribbon 55
0.6 weighted points to Jobma
18% weight · 90% of the movement so far
Bias Audit Transparency
Jobma 40 · Ribbon 38
0.4 weighted points to Jobma
8% weight · 95% of the movement so far
Customer Documentation
Jobma 62 · Ribbon 58
0.3 weighted points to Jobma
15% weight · 100% of the movement so far
FRIA Support
Jobma 35 · Ribbon 33
0.3 weighted points to Jobma
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +5.9 — the difference between the two totals before either is rounded. Shares are of 5.9 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +6 beside that +5.9.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Jobma minus Ribbon.
| Category | Weight | Jobma | Ribbon | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 55 | 42 | +13 | +2.6 |
| Bias Audit Transparency | 18% | 40 | 38 | +2 | +0.4 |
| FRIA Support | 15% | 35 | 33 | +2 | +0.3 |
| Data Governance Disclosure | 15% | 56 | 50 | +6 | +0.9 |
| Human Oversight Design | 12% | 60 | 55 | +5 | +0.6 |
| Post-Market Monitoring | 12% | 44 | 37 | +7 | +0.8 |
| Customer Documentation | 8% | 62 | 58 | +4 | +0.3 |
| Total | 100% | 49 (F) | 43 (F) | +6 | +5.9 |
§ 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 | Jobma | Ribbon | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 3 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 1 | 1 | — | 4 | 1 | Sources on the vendor's own domain |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 2 | 1 | Sources on the vendor's own domain | 6 | 0 | Sources on the vendor's own domainSources on a separate domain |
| Human Oversight Design | 12% | 3 | 0 | Sources on the vendor's own domain | 6 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 0 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 4 | 0 | Sources on the vendor's own domain | 5 | 0 | Sources on the vendor's own domain |
| All criteria | 100% | 17 | 4 | Sources on the vendor's own domain | 31 | 4 | Sources on the vendor's own domainSources on a separate domain |
Jobma has 21 evidence rows across 7 of 7 criteria — 17 with a source URL, 4 documented absences; Ribbon has 35 evidence rows across 7 of 7 criteria — 31 with a source URL, 4 documented absences; some documentation or audit rows for Ribbon sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 56 evidence rows on file for these two vendors: 21 for Jobma, across 1 distinct source domain, and 35 for Ribbon, across 2 distinct source domains.
- Rubric
- v1.0
- Jobma last reviewed
- July 17, 2026 · HireAIScore editorial team
- Ribbon last reviewed
- September 25, 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