§ The result
3 points separate Manatal and impress.ai.
Manatal (ATS-integrated) edges impress.ai (Screening) by 3 points under rubric v1.0, 41 to 38. Manatal leads 4 of the 7 criteria, including Post-Market Monitoring, while impress.ai leads 2, including Data Governance Disclosure, and 1 is level. Post-Market Monitoring is the widest raw gap and the heaviest weighted swing at once (impress.ai 32, Manatal 43, 12% weight), but it accounts for only 35% of the weighted advantage Manatal holds across the 4 criteria on that side of the table.
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
Manatal
Cloud-based applicant tracking system and recruitment CRM for agencies and HR teams, featuring an AI engine that scores and ranks candidates against job requirements and an asynchronous AI video Interviewer.
§ The record
impress.ai is filed under Screening AI, Manatal under ATS-integrated AI. They also share 1 secondary category: Video interview.
Both are in scope of EU AI Act, NYC LL 144, Illinois HB 3773, Colorado AI Act and Mobley v. Workday.
| Record | impress.ai | Manatal |
|---|---|---|
| Price tier | High | Low |
| Headquarters | SG | TH |
| Founded | 2017 | 2019 |
§ What decides it
The criteria that move the gap, heaviest swing first.
12% weight · 28% of the movement so far
Post-Market Monitoring
impress.ai 32 · Manatal 43
1.3 weighted points to Manatal
15% weight · 54% of the movement so far
FRIA Support
impress.ai 25 · Manatal 33
1.2 weighted points to Manatal
12% weight · 75% of the movement so far
Human Oversight Design
impress.ai 52 · Manatal 60
1.0 weighted points to Manatal
15% weight · 85% of the movement so far
Data Governance Disclosure
impress.ai 55 · Manatal 52
0.4 weighted points to impress.ai
20% weight · 93% of the movement so far
Article 11 Technical Documentation
impress.ai 35 · Manatal 33
0.4 weighted points to impress.ai
8% weight · 100% of the movement so far
Customer Documentation
impress.ai 58 · Manatal 62
0.3 weighted points to Manatal
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to -2.9 — the difference between the two totals before either is rounded. Shares are of 4.7 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -3 beside that -2.9.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is impress.ai minus Manatal.
| Category | Weight | impress.ai | Manatal | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 35 | 33 | +2 | +0.4 |
| Bias Audit Transparency | 18% | 22 | 22 | - | - |
| FRIA Support | 15% | 25 | 33 | -8 | -1.2 |
| Data Governance Disclosure | 15% | 55 | 52 | +3 | +0.4 |
| Human Oversight Design | 12% | 52 | 60 | -8 | -1.0 |
| Post-Market Monitoring | 12% | 32 | 43 | -11 | -1.3 |
| Customer Documentation | 8% | 58 | 62 | -4 | -0.3 |
| Total | 100% | 38 (F) | 41 (F) | -3 | -2.9 |
§ 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 | impress.ai | Manatal | ||||
|---|---|---|---|---|---|---|---|
| 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% | 2 | 1 | Sources on the vendor's own domain | 1 | 1 | — |
| 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 | 3 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 3 | 1 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 4 | 1 | Sources on the vendor's own domain | 4 | 0 | Sources on the vendor's own domain |
| All criteria | 100% | 18 | 7 | Sources on the vendor's own domain | 15 | 5 | 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; Manatal has 20 evidence rows across 7 of 7 criteria — 15 with a source URL, 5 documented absences.
Provenance
The scores above are documented by 45 evidence rows on file for these two vendors: 25 for impress.ai, across 1 distinct source domain, and 20 for Manatal, across 1 distinct source domain.
- Rubric
- v1.0
- impress.ai last reviewed
- August 2, 2026 · HireAIScore editorial team
- Manatal 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