Side-by-side · Rubric v1.0
impress.ai vs TestDome
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.
Substantial gaps
Screening
TestDome
TestDome sells pay-per-candidate online skills tests for coding, Excel and more than 100 other skills. The tests are scored automatically, and open-ended answers can be scored by AI. AI analysis of webcam and screen proctoring recordings flags possible cheating, and a live code-interview tool is included.
Substantial gaps
Assessment
The result
1 point separates impress.ai and TestDome.
impress.ai (Screening) edges TestDome (Assessment) by 1 point under rubric v1.0, 38 to 37. impress.ai and TestDome each lead 3 of the 7 criteria, with 1 level, though the side of the split impress.ai holds (headed by Bias Audit Transparency) adds up to more weighted points. One criterion, Bias Audit Transparency, is both the widest raw gap (impress.ai 22, TestDome 15) and the heaviest weighted swing, and at 18% weight it makes up 56% of the weighted advantage impress.ai holds across the 3 criteria it leads.
Criteria won
7 criteria
- impress.ai3
- TestDome3
- Level1
- Widest raw gap
- Bias Audit Transparency22 vs 15
- Heaviest weighted swing
- Bias Audit Transparency18% weight
Keep this comparison
Both scores and all 7 criteria, side by side, in your inbox.
The record
Categories, scope and company facts.
impress.ai is filed under Screening AI, TestDome under Assessment AI. They record no secondary category in common.
Both are in scope of
| Record | impress.ai | TestDome |
|---|---|---|
| Price tier | High | Low |
| Headquarters | SG | HR |
| Founded | 2017 | 2013 |
What decides it
The criteria that move the gap, heaviest swing first.
- 1
Bias Audit Transparency
18% weight33% of the movement so far
impress.ai22TestDome151.3 weighted points to impress.ai
- 2
Article 11 Technical Documentation
20% weight59% of the movement so far
impress.ai35TestDome401.0 weighted points to TestDome
- 3
Data Governance Disclosure
15% weight78% of the movement so far
impress.ai55TestDome500.8 weighted points to impress.ai
- 4
FRIA Support
15% weight90% of the movement so far
impress.ai25TestDome280.4 weighted points to TestDome
- 5
Post-Market Monitoring
12% weight96% of the movement so far
impress.ai32TestDome300.2 weighted points to impress.ai
- 6
Customer Documentation
8% weight100% of the movement so far
impress.ai58TestDome600.2 weighted points to TestDome
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +0.6 — the difference between the two totals before either is rounded. Shares are of 3.9 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +1 beside that +0.6.
Category-by-category
Raw score per criterion, with weighted delta.
Δ is impress.ai minus TestDome, coloured for whichever of the two it favours.
| Category | Weight | impress.ai | TestDome | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 35 | 40 | -5 | -1.0 |
| Bias Audit Transparency | 18% | 22 | 15 | +7 | +1.3 |
| FRIA Support | 15% | 25 | 28 | -3 | -0.4 |
| Data Governance Disclosure | 15% | 55 | 50 | +5 | +0.8 |
| Human Oversight Design | 12% | 52 | 52 | - | - |
| Post-Market Monitoring | 12% | 32 | 30 | +2 | +0.2 |
| Customer Documentation | 8% | 58 | 60 | -2 | -0.2 |
| Total | 100% | 38F | 37F | +1 | +0.6 |
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 | TestDome | ||||
|---|---|---|---|---|---|---|---|
| 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 | — |
| FRIA Support | 15% | 2 | 1 | Sources on the vendor's own domain | 1 | 1 | — |
| Data Governance Disclosure | 15% | 2 | 1 | Sources on the vendor's own domain | 5 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 3 | 1 | Sources on the vendor's own domain | 6 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 1 | Sources on the vendor's own domain | 5 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 4 | 1 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 18 | 7 | Sources on the vendor's own domain | 27 | 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; TestDome has 31 evidence rows across 7 of 7 criteria — 27 with a source URL, 5 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 TestDome, across 1 distinct source domain.
- Rubric
- v1.0
- impress.ai last reviewed
- August 2, 2026 · HireAIScore editorial team
- TestDome 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.