§ The result
Textkernel leads Ribbon by 8 points.
Textkernel scores 51 and Ribbon 43 under rubric v1.0, an 8-point gap across the Sourcing and Screening cohorts. The 7 criteria split 6 to 1 in favour of Textkernel: Textkernel is ahead on Bias Audit Transparency and Ribbon on FRIA Support. One criterion, Bias Audit Transparency, is both the widest raw gap (Ribbon 38, Textkernel 55) and the heaviest weighted swing, and at 18% weight it makes up 40% of the weighted advantage Textkernel holds across the 6 criteria it leads.
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.
Vendor profile
Textkernel
Textkernel provides AI-powered CV/resume and job parsing, semantic search, and candidate-job matching technology (including the acquired Sovren engine) embedded inside ATS, job board, and HR systems.
§ The record
Ribbon is filed under Screening AI, Textkernel under Candidate sourcing AI. They record no secondary category in common.
Both are in scope of EU AI Act, NYC LL 144, Illinois HB 3773 and Colorado AI Act. Only Ribbon is in scope of Mobley v. Workday.
| Record | Ribbon | Textkernel |
|---|---|---|
| Price tier | Low | Enterprise |
| Headquarters | CA | NL |
| Founded | 2020 | 2001 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 39% of the movement so far
Bias Audit Transparency
Ribbon 38 · Textkernel 55
3.1 weighted points to Textkernel
20% weight · 72% of the movement so far
Article 11 Technical Documentation
Ribbon 42 · Textkernel 55
2.6 weighted points to Textkernel
15% weight · 82% of the movement so far
Data Governance Disclosure
Ribbon 50 · Textkernel 55
0.8 weighted points to Textkernel
12% weight · 89% of the movement so far
Human Oversight Design
Ribbon 55 · Textkernel 60
0.6 weighted points to Textkernel
12% weight · 94% of the movement so far
Post-Market Monitoring
Ribbon 37 · Textkernel 40
0.4 weighted points to Textkernel
8% weight · 98% of the movement so far
Customer Documentation
Ribbon 58 · Textkernel 62
0.3 weighted points to Textkernel
15% weight · 100% of the movement so far
FRIA Support
Ribbon 33 · Textkernel 32
0.1 weighted points to Ribbon
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -7.5 — the difference between the two totals before either is rounded. Shares are of 7.8 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -8 beside that -7.5.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Ribbon minus Textkernel.
| Category | Weight | Ribbon | Textkernel | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 42 | 55 | -13 | -2.6 |
| Bias Audit Transparency | 18% | 38 | 55 | -17 | -3.1 |
| FRIA Support | 15% | 33 | 32 | +1 | +0.1 |
| Data Governance Disclosure | 15% | 50 | 55 | -5 | -0.8 |
| Human Oversight Design | 12% | 55 | 60 | -5 | -0.6 |
| Post-Market Monitoring | 12% | 37 | 40 | -3 | -0.4 |
| Customer Documentation | 8% | 58 | 62 | -4 | -0.3 |
| Total | 100% | 43 (F) | 51 (F) | -8 | -7.5 |
§ 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 | Ribbon | Textkernel | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 3 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 4 | 1 | Sources on the vendor's own domain | 2 | 1 | Audit reportSources on the vendor's own domain |
| FRIA Support | 15% | 3 | 1 | Sources on the vendor's own domain | 1 | 1 | — |
| Data Governance Disclosure | 15% | 6 | 0 | Sources on the vendor's own domainSources on a separate domain | 1 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 6 | 0 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 4 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 5 | 0 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domain |
| All criteria | 100% | 31 | 4 | Sources on the vendor's own domainSources on a separate domain | 13 | 5 | Audit reportSources on the vendor's own domain |
Ribbon has 35 evidence rows across 7 of 7 criteria — 31 with a source URL, 4 documented absences; Textkernel has 18 evidence rows across 7 of 7 criteria — 13 with a source URL, 5 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 53 evidence rows on file for these two vendors: 35 for Ribbon, across 2 distinct source domains, and 18 for Textkernel, across 1 distinct source domain.
- Rubric
- v1.0
- Ribbon last reviewed
- September 25, 2026 · HireAIScore editorial team
- Textkernel 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