§ The result
2 points separate impress.ai and Recruiterflow.
impress.ai (Screening) edges Recruiterflow (ATS-integrated) by 2 points under rubric v1.0, 38 to 36. The 7 criteria split 4 to 3 in favour of impress.ai: impress.ai is ahead on Data Governance Disclosure and Recruiterflow on FRIA Support. One criterion, Data Governance Disclosure, is both the widest raw gap (impress.ai 55, Recruiterflow 44) and the heaviest weighted swing, and at 15% weight it makes up 56% of the weighted advantage impress.ai holds across the 4 criteria it leads.
Vendor profile
impress.ai
impress.ai is a Singapore-headquartered recruitment automation platform that uses conversational AI assistants, resume parsing and scoring, and structured competency-based screening to filter, rank and shortlist job candidates, integrating with enterprise ATS systems.
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
impress.ai is filed under Screening AI, Recruiterflow under ATS-integrated AI. They record no secondary category in common.
Both are in scope of EU AI Act, NYC LL 144 and Colorado AI Act. Only impress.ai is in scope of Illinois HB 3773 and Mobley v. Workday.
| Record | impress.ai | Recruiterflow |
|---|---|---|
| Price tier | High | Mid |
| Headquarters | SG | US |
| Founded | 2017 | 2017 |
§ What decides it
The criteria that move the gap, heaviest swing first.
15% weight · 37% of the movement so far
Data Governance Disclosure
impress.ai 55 · Recruiterflow 44
1.6 weighted points to impress.ai
15% weight · 53% of the movement so far
FRIA Support
impress.ai 25 · Recruiterflow 30
0.8 weighted points to Recruiterflow
18% weight · 69% of the movement so far
Bias Audit Transparency
impress.ai 22 · Recruiterflow 18
0.7 weighted points to impress.ai
12% weight · 85% of the movement so far
Human Oversight Design
impress.ai 52 · Recruiterflow 58
0.7 weighted points to Recruiterflow
20% weight · 94% of the movement so far
Article 11 Technical Documentation
impress.ai 35 · Recruiterflow 33
0.4 weighted points to impress.ai
8% weight · 97% of the movement so far
Customer Documentation
impress.ai 58 · Recruiterflow 56
0.2 weighted points to impress.ai
12% weight · 100% of the movement so far
Post-Market Monitoring
impress.ai 32 · Recruiterflow 33
0.1 weighted points to Recruiterflow
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +1.3 — the difference between the two totals before either is rounded. Shares are of 4.5 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +2 beside that +1.3.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is impress.ai minus Recruiterflow.
| Category | Weight | impress.ai | Recruiterflow | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 35 | 33 | +2 | +0.4 |
| Bias Audit Transparency | 18% | 22 | 18 | +4 | +0.7 |
| FRIA Support | 15% | 25 | 30 | -5 | -0.8 |
| Data Governance Disclosure | 15% | 55 | 44 | +11 | +1.6 |
| Human Oversight Design | 12% | 52 | 58 | -6 | -0.7 |
| Post-Market Monitoring | 12% | 32 | 33 | -1 | -0.1 |
| Customer Documentation | 8% | 58 | 56 | +2 | +0.2 |
| Total | 100% | 38 (F) | 36 (F) | +2 | +1.3 |
§ 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 | impress.ai | Recruiterflow | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 2 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| FRIA Support | 15% | 2 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 2 | 1 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 3 | 1 | Sources on the vendor's own domain | 7 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 4 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 18 | 7 | Sources on the vendor's own domain | 25 | 6 | Sources on the vendor's own domain |
impress.ai has 25 evidence rows across 7 of 7 criteria — 18 with a source URL, 7 documented absences; Recruiterflow has 31 evidence rows across 7 of 7 criteria — 25 with a source URL, 6 documented absences.
Provenance
The scores above are documented by 56 evidence rows on file for these two vendors: 25 for impress.ai, across 1 distinct source domain, and 31 for Recruiterflow, across 1 distinct source domain.
- Rubric
- v1.0
- impress.ai last reviewed
- August 2, 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