§ The result
BambooHR leads impress.ai by 5 points.
BambooHR scores 43 and impress.ai 38 under rubric v1.0, a 5-point gap across the ATS-integrated and Screening cohorts. BambooHR leads 6 of the 7 criteria, including Post-Market Monitoring, while impress.ai leads 1, including Human Oversight Design. Post-Market Monitoring is the widest raw gap and the heaviest weighted swing at once (BambooHR 44, impress.ai 32, 12% weight), but it accounts for only 25% of the weighted advantage BambooHR holds across the 6 criteria on that side of the table.
Vendor profile
BambooHR
A cloud HR platform for small and mid-sized businesses combining an HRIS and applicant tracking with generative AI features such as AI-drafted job descriptions and a natural-language HR data assistant.
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.
§ The record
BambooHR is filed under ATS-integrated AI, impress.ai under Screening 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 | BambooHR | impress.ai |
|---|---|---|
| Price tier | Mid | High |
| Headquarters | US | SG |
| Founded | 2008 | 2017 |
§ What decides it
The criteria that move the gap, heaviest swing first.
12% weight · 24% of the movement so far
Post-Market Monitoring
BambooHR 44 · impress.ai 32
1.4 weighted points to BambooHR
20% weight · 47% of the movement so far
Article 11 Technical Documentation
BambooHR 42 · impress.ai 35
1.4 weighted points to BambooHR
15% weight · 70% of the movement so far
FRIA Support
BambooHR 34 · impress.ai 25
1.3 weighted points to BambooHR
18% weight · 88% of the movement so far
Bias Audit Transparency
BambooHR 28 · impress.ai 22
1.1 weighted points to BambooHR
8% weight · 93% of the movement so far
Customer Documentation
BambooHR 62 · impress.ai 58
0.3 weighted points to BambooHR
12% weight · 97% of the movement so far
Human Oversight Design
BambooHR 50 · impress.ai 52
0.2 weighted points to impress.ai
15% weight · 100% of the movement so far
Data Governance Disclosure
BambooHR 56 · impress.ai 55
0.1 weighted points to BambooHR
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +5.5 — the difference between the two totals before either is rounded. Shares are of 6.0 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +5 beside that +5.5.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is BambooHR minus impress.ai.
| Category | Weight | BambooHR | impress.ai | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 42 | 35 | +7 | +1.4 |
| Bias Audit Transparency | 18% | 28 | 22 | +6 | +1.1 |
| FRIA Support | 15% | 34 | 25 | +9 | +1.3 |
| Data Governance Disclosure | 15% | 56 | 55 | +1 | +0.1 |
| Human Oversight Design | 12% | 50 | 52 | -2 | -0.2 |
| Post-Market Monitoring | 12% | 44 | 32 | +12 | +1.4 |
| Customer Documentation | 8% | 62 | 58 | +4 | +0.3 |
| Total | 100% | 43 (F) | 38 (F) | +5 | +5.5 |
§ 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 | BambooHR | impress.ai | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 2 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 3 | 0 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 2 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 2 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 3 | 1 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 15 | 6 | Sources on the vendor's own domain | 18 | 7 | Sources on the vendor's own domain |
BambooHR has 21 evidence rows across 7 of 7 criteria — 15 with a source URL, 6 documented absences; impress.ai has 25 evidence rows across 7 of 7 criteria — 18 with a source URL, 7 documented absences.
Provenance
The scores above are documented by 46 evidence rows on file for these two vendors: 21 for BambooHR, across 1 distinct source domain, and 25 for impress.ai, across 1 distinct source domain.
- Rubric
- v1.0
- BambooHR last reviewed
- July 17, 2026 · HireAIScore editorial team
- impress.ai last reviewed
- August 2, 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