§ The result
Checkr leads Retorio by 10 points.
Checkr sits 10 points above Retorio under rubric v1.0 — 54 against 44 — with Checkr filed under Screening and Retorio under Assessment. Checkr leads 6 of the 7 criteria, including Article 11 Technical Documentation, while Retorio leads 1, including Bias Audit Transparency. Article 11 Technical Documentation is the widest raw gap and the heaviest weighted swing at once (Checkr 70, Retorio 50, 20% weight), but it accounts for only 36% of the weighted advantage Checkr holds across the 6 criteria on that side of the table.
Vendor profile
Checkr
Checkr is an FCRA-regulated background screening platform that uses machine learning to parse, classify and standardize criminal, employment, education and motor-vehicle records, and to route them through customer-configured adjudication rulesets that flag candidates as eligible, review or escalated for employment decisions.
Vendor profile
Retorio
Video-based AI that analyses words, voice, and facial expression/body language to infer Big Five (OCEAN) personality and behavioural traits.
§ The record
Checkr is filed under Screening AI, Retorio under Assessment AI. They record no secondary category in common.
Both are in scope of EU AI Act, NYC LL 144, Colorado AI Act and Illinois HB 3773. Only Retorio is in scope of Mobley v. Workday.
| Record | Checkr | Retorio |
|---|---|---|
| Price tier | Mid | Mid |
| Headquarters | US | DE |
| Founded | 2014 | 2018 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 34% of the movement so far
Article 11 Technical Documentation
Checkr 70 · Retorio 50
4.0 weighted points to Checkr
12% weight · 51% of the movement so far
Post-Market Monitoring
Checkr 50 · Retorio 33
2.0 weighted points to Checkr
12% weight · 65% of the movement so far
Human Oversight Design
Checkr 66 · Retorio 52
1.7 weighted points to Checkr
15% weight · 78% of the movement so far
Data Governance Disclosure
Checkr 62 · Retorio 52
1.5 weighted points to Checkr
8% weight · 90% of the movement so far
Customer Documentation
Checkr 68 · Retorio 50
1.4 weighted points to Checkr
18% weight · 97% of the movement so far
Bias Audit Transparency
Checkr 35 · Retorio 40
0.9 weighted points to Retorio
15% weight · 100% of the movement so far
FRIA Support
Checkr 32 · Retorio 30
0.3 weighted points to Checkr
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +10.1 — the difference between the two totals before either is rounded. Shares are of 11.9 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +10 beside that +10.1.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Checkr minus Retorio.
| Category | Weight | Checkr | Retorio | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 70 | 50 | +20 | +4.0 |
| Bias Audit Transparency | 18% | 35 | 40 | -5 | -0.9 |
| FRIA Support | 15% | 32 | 30 | +2 | +0.3 |
| Data Governance Disclosure | 15% | 62 | 52 | +10 | +1.5 |
| Human Oversight Design | 12% | 66 | 52 | +14 | +1.7 |
| Post-Market Monitoring | 12% | 50 | 33 | +17 | +2.0 |
| Customer Documentation | 8% | 68 | 50 | +18 | +1.4 |
| Total | 100% | 54 (F) | 44 (F) | +10 | +10.1 |
§ 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 | Checkr | Retorio | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 3 | 1 | Audit reportSources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 3 | 2 | Audit reportSources on the vendor's own domain | 3 | 1 | Audit reportSources on a separate domain |
| FRIA Support | 15% | 2 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 4 | 0 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 5 | 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% | 3 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 24 | 6 | Audit reportSources on the vendor's own domain | 16 | 6 | Audit reportSources on the vendor's own domainSources on a separate domain |
Checkr has 28 evidence rows across 7 of 7 criteria — 24 with a source URL, 6 documented absences; Retorio has 22 evidence rows across 7 of 7 criteria — 16 with a source URL, 6 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 50 evidence rows on file for these two vendors: 28 for Checkr, across 2 distinct source domains, and 22 for Retorio, across 4 distinct source domains.
- Rubric
- v1.0
- Checkr last reviewed
- August 2, 2026 · HireAIScore editorial team
- Retorio 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