§ The result
Emmersion leads Recruiterflow by 8 points.
Under rubric v1.0, Emmersion, filed under Assessment, finishes on 44 and Recruiterflow, filed under ATS-integrated, on 36, 8 points apart. Recruiterflow takes 1 of the 7 criteria, Human Oversight Design among them, against 5 for Emmersion, whose share includes Article 11 Technical Documentation, and 1 is level. Article 11 Technical Documentation is both the widest raw gap and the heaviest weighted swing — Emmersion 57, Recruiterflow 33 — and at a 20% weight it carries 57% of the weighted advantage Emmersion holds across the 5 criteria on that side of the table.
Vendor profile
Emmersion
Emmersion, Rosetta Stone's assessment division within IXL Learning, sells AI-scored adaptive TrueNorth speaking and writing tests and WebCAPE reading and grammar exams. They rate language proficiency on a 0-10 scale mapped to CEFR and ACTFL and are used for pre-employment screening, checking employees' language skills and placing students.
Vendor profile
Recruiterflow
Recruiterflow is an ATS and CRM for recruiting agencies and executive search firms. Its AIRA AI layer ranks candidates already in a firm's database against each job with an explainable 0–100 Criteria Score (AIRA Matchmaker, shown as the 'AI Matches' card), and adds natural-language candidate search, external profile sourcing and an AI call notetaker that fills in interview scorecards.
§ The record
Emmersion is filed under Assessment AI, Recruiterflow under ATS-integrated AI. They record no secondary category in common.
Both are in scope of NYC LL 144, EU AI Act and Colorado AI Act. Only Emmersion is in scope of Illinois HB 3773 and Mobley v. Workday.
| Record | Emmersion | Recruiterflow |
|---|---|---|
| Price tier | Mid | Mid |
| Headquarters | US | US |
| Founded | 2015 | 2017 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 53% of the movement so far
Article 11 Technical Documentation
Emmersion 57 · Recruiterflow 33
4.8 weighted points to Emmersion
18% weight · 73% of the movement so far
Bias Audit Transparency
Emmersion 28 · Recruiterflow 18
1.8 weighted points to Emmersion
15% weight · 83% of the movement so far
Data Governance Disclosure
Emmersion 50 · Recruiterflow 44
0.9 weighted points to Emmersion
12% weight · 90% of the movement so far
Human Oversight Design
Emmersion 53 · Recruiterflow 58
0.6 weighted points to Recruiterflow
12% weight · 96% of the movement so far
Post-Market Monitoring
Emmersion 38 · Recruiterflow 33
0.6 weighted points to Emmersion
8% weight · 100% of the movement so far
Customer Documentation
Emmersion 60 · Recruiterflow 56
0.3 weighted points to Emmersion
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +7.8 — the difference between the two totals before either is rounded. Shares are of 9.0 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 +7.8.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Emmersion minus Recruiterflow.
| Category | Weight | Emmersion | Recruiterflow | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 57 | 33 | +24 | +4.8 |
| Bias Audit Transparency | 18% | 28 | 18 | +10 | +1.8 |
| FRIA Support | 15% | 30 | 30 | - | - |
| Data Governance Disclosure | 15% | 50 | 44 | +6 | +0.9 |
| Human Oversight Design | 12% | 53 | 58 | -5 | -0.6 |
| Post-Market Monitoring | 12% | 38 | 33 | +5 | +0.6 |
| Customer Documentation | 8% | 60 | 56 | +4 | +0.3 |
| Total | 100% | 44 (F) | 36 (F) | +8 | +7.8 |
§ 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 | Emmersion | Recruiterflow | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 4 | 1 | Sources on the vendor's own domainSources on a separate domain | 3 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 7 | 1 | Sources on the vendor's own domainSources on a separate domain | 3 | 1 | Sources on the vendor's own domain |
| FRIA Support | 15% | 3 | 1 | Sources on the vendor's own domainSources on a separate domain | 2 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 6 | 0 | Sources on the vendor's own domainSources on a separate domain | 4 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 6 | 0 | Sources on the vendor's own domain | 7 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 4 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 5 | 1 | Sources on the vendor's own domainSources on a separate domain | 3 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 35 | 5 | Sources on the vendor's own domainSources on a separate domain | 25 | 6 | Sources on the vendor's own domain |
Emmersion has 40 evidence rows across 7 of 7 criteria — 35 with a source URL, 5 documented absences; Recruiterflow has 31 evidence rows across 7 of 7 criteria — 25 with a source URL, 6 documented absences; some documentation or audit rows for Emmersion sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 71 evidence rows on file for these two vendors: 40 for Emmersion, across 5 distinct source domains, and 31 for Recruiterflow, across 1 distinct source domain.
- Rubric
- v1.0
- Emmersion last reviewed
- September 25, 2026 · HireAIScore editorial team
- Recruiterflow 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