§ The result
Retorio leads Toggl Hire by 7 points.
Retorio scores 44 and Toggl Hire 37 under rubric v1.0 — a 7-point gap inside the Assessment cohort. Retorio and Toggl Hire each lead 2 of the 7 criteria, with 3 level, though the side of the split Retorio 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 — Retorio 50, Toggl Hire 30 — and at a 20% weight it carries 53% of the weighted advantage Retorio holds across the 2 criteria on that side of the table.
Vendor profile
Retorio
Video-based AI that analyses words, voice, and facial expression/body language to infer Big Five (OCEAN) personality and behavioural traits.
Vendor profile
Toggl Hire
Toggl Hire is a skills-first hiring platform (now being retired) that screens candidates with auto-graded skills tests, async video interviews and homework assignments, bundled with a lightweight ATS.
§ The record
Retorio and Toggl Hire are both filed under Assessment AI. They also share 1 secondary category: Screening.
Both are in scope of NYC LL 144, Illinois HB 3773, EU AI Act, Colorado AI Act and Mobley v. Workday.
| Record | Retorio | Toggl Hire |
|---|---|---|
| Price tier | Mid | Low |
| Headquarters | DE | EE |
| Founded | 2018 | 2013 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 48% of the movement so far
Article 11 Technical Documentation
Retorio 50 · Toggl Hire 30
4.0 weighted points to Retorio
18% weight · 92% of the movement so far
Bias Audit Transparency
Retorio 40 · Toggl Hire 20
3.6 weighted points to Retorio
15% weight · 97% of the movement so far
Data Governance Disclosure
Retorio 52 · Toggl Hire 55
0.4 weighted points to Toggl Hire
12% weight · 100% of the movement so far
Post-Market Monitoring
Retorio 33 · Toggl Hire 35
0.2 weighted points to Toggl Hire
Weighted delta is the raw difference times the criterion weight, so the 4 figures above sum to +6.9 — the difference between the two totals before either is rounded. Shares are of 8.3 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 +6.9.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Retorio minus Toggl Hire.
| Category | Weight | Retorio | Toggl Hire | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 50 | 30 | +20 | +4.0 |
| Bias Audit Transparency | 18% | 40 | 20 | +20 | +3.6 |
| FRIA Support | 15% | 30 | 30 | - | - |
| Data Governance Disclosure | 15% | 52 | 55 | -3 | -0.4 |
| Human Oversight Design | 12% | 52 | 52 | - | - |
| Post-Market Monitoring | 12% | 33 | 35 | -2 | -0.2 |
| Customer Documentation | 8% | 50 | 50 | - | - |
| Total | 100% | 44 (F) | 37 (F) | +7 | +6.9 |
§ 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 | Retorio | Toggl Hire | ||||
|---|---|---|---|---|---|---|---|
| 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% | 3 | 1 | Audit reportSources on a separate domain | 0 | 1 | — |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 3 | 1 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 3 | 0 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 1 | 1 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 3 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 16 | 6 | Audit reportSources on the vendor's own domainSources on a separate domain | 10 | 4 | Sources on the vendor's own domain |
Retorio has 22 evidence rows across 7 of 7 criteria — 16 with a source URL, 6 documented absences; Toggl Hire has 14 evidence rows across 7 of 7 criteria — 10 with a source URL, 4 documented absences; some documentation or audit rows for Retorio sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 36 evidence rows on file for these two vendors: 22 for Retorio, across 4 distinct source domains, and 14 for Toggl Hire, across 1 distinct source domain.
- Rubric
- v1.0
- Retorio last reviewed
- June 7, 2026 · HireAIScore editorial team
- Toggl Hire last reviewed
- July 17, 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