§ The result
4 points separate softgarden and impress.ai.
softgarden (ATS-integrated) edges impress.ai (Screening) by 4 points under rubric v1.0, 42 to 38. The 7 criteria split 4 to 1 in favour of softgarden, with 2 level: softgarden is ahead on Post-Market Monitoring and impress.ai on Data Governance Disclosure. Post-Market Monitoring is the widest raw gap and the heaviest weighted swing at once (impress.ai 32, softgarden 44, 12% weight), but it accounts for only 33% of the weighted advantage softgarden 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
softgarden
softgarden is a German cloud applicant tracking system (multiposting, career sites, applicant management and onboarding) with optional AI features: AI-Assisted Applicant Matching, which highlights applicants who closely match a job's requirements, and a newer LLM-based Screening Assistant, which scores each applicant against screening criteria.
§ The record
impress.ai is filed under Screening AI, softgarden under ATS-integrated AI. They record no secondary category in common.
Both are in scope of EU AI Act, NYC LL 144, Illinois HB 3773 and Colorado AI Act. Only impress.ai is in scope of Mobley v. Workday.
| Record | impress.ai | softgarden |
|---|---|---|
| Price tier | High | Mid |
| Headquarters | SG | DE |
| Founded | 2017 | 2001 |
§ What decides it
The criteria that move the gap, heaviest swing first.
12% weight · 32% of the movement so far
Post-Market Monitoring
impress.ai 32 · softgarden 44
1.4 weighted points to softgarden
20% weight · 64% of the movement so far
Article 11 Technical Documentation
impress.ai 35 · softgarden 42
1.4 weighted points to softgarden
15% weight · 80% of the movement so far
FRIA Support
impress.ai 25 · softgarden 30
0.8 weighted points to softgarden
12% weight · 97% of the movement so far
Human Oversight Design
impress.ai 52 · softgarden 58
0.7 weighted points to softgarden
15% weight · 100% of the movement so far
Data Governance Disclosure
impress.ai 55 · softgarden 54
0.1 weighted points to impress.ai
Weighted delta is the raw difference times the criterion weight, so the 5 figures above sum to -4.2 — 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 -4 beside that -4.2.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is impress.ai minus softgarden.
| Category | Weight | impress.ai | softgarden | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 35 | 42 | -7 | -1.4 |
| Bias Audit Transparency | 18% | 22 | 22 | - | - |
| FRIA Support | 15% | 25 | 30 | -5 | -0.8 |
| Data Governance Disclosure | 15% | 55 | 54 | +1 | +0.1 |
| Human Oversight Design | 12% | 52 | 58 | -6 | -0.7 |
| Post-Market Monitoring | 12% | 32 | 44 | -12 | -1.4 |
| Customer Documentation | 8% | 58 | 58 | - | - |
| Total | 100% | 38 (F) | 42 (F) | -4 | -4.2 |
§ 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 | softgarden | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 6 | 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 | 3 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 2 | 1 | Sources on the vendor's own domain | 7 | 0 | Audit reportSources on the vendor's own domain |
| Human Oversight Design | 12% | 3 | 1 | Sources on the vendor's own domain | 5 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 1 | Sources on the vendor's own domain | 5 | 1 | Audit reportSources on the vendor's own domain |
| Customer Documentation | 8% | 4 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 18 | 7 | Sources on the vendor's own domain | 31 | 5 | Audit reportSources 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; softgarden has 36 evidence rows across 7 of 7 criteria — 31 with a source URL, 5 documented absences.
Provenance
The scores above are documented by 61 evidence rows on file for these two vendors: 25 for impress.ai, across 1 distinct source domain, and 36 for softgarden, across 3 distinct source domains.
- Rubric
- v1.0
- impress.ai last reviewed
- August 2, 2026 · HireAIScore editorial team
- softgarden 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