Side-by-side · Rubric v1.0
Manatal vs Willo
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.
Substantial gaps
ATS-integrated
Willo
Willo is a browser-based asynchronous (one-way) video interview platform that lets employers collect recorded video, audio, multiple-choice and written candidate responses, then uses AI to transcribe, summarize, rank candidates against employer-defined "Blueprint" criteria, and flag scripted or AI-generated answers.
Substantial gaps
Video interview
The result
Manatal and Willo tie at 41.
Manatal (ATS-integrated) and Willo (Video interview) tie at 41 under rubric v1.0, arriving there from different criteria. Manatal leads 3 of the 7 criteria and Willo 4, yet the two totals land on the same number. One criterion, Bias Audit Transparency, is both the widest raw gap (Manatal 22, Willo 30) and the heaviest weighted swing, and at 18% weight it makes up 51% of the weighted advantage Willo holds across the 4 criteria it leads.
Criteria won
7 criteria
- Manatal3
- Willo4
- Widest raw gap
- Bias Audit Transparency22 vs 30
- 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.
Manatal is filed under ATS-integrated AI, Willo under Video interview AI. They also share 1 secondary category: Screening.
Both are in scope of
| Record | Manatal | Willo |
|---|---|---|
| Price tier | Low | Low |
| Headquarters | TH | GB |
| Founded | 2019 | 2018 |
What decides it
The criteria that move the gap, heaviest swing first.
- 1
Bias Audit Transparency
18% weight26% of the movement so far
Manatal22Willo301.4 weighted points to Willo
- 2
FRIA Support
15% weight48% of the movement so far
Manatal33Willo251.2 weighted points to Manatal
- 3
Article 11 Technical Documentation
20% weight66% of the movement so far
Manatal33Willo381.0 weighted points to Willo
- 4
Post-Market Monitoring
12% weight81% of the movement so far
Manatal43Willo360.8 weighted points to Manatal
- 5
Customer Documentation
8% weight93% of the movement so far
Manatal62Willo540.6 weighted points to Manatal
- 6
Human Oversight Design
12% weight97% of the movement so far
Manatal60Willo620.2 weighted points to Willo
- 7
Data Governance Disclosure
15% weight100% of the movement so far
Manatal52Willo530.1 weighted points to Willo
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -0.1 — the difference between the two totals before either is rounded. Shares are of 5.5 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads 0 beside that -0.1.
Category-by-category
Raw score per criterion, with weighted delta.
Δ is Manatal minus Willo, coloured for whichever of the two it favours.
| Category | Weight | Manatal | Willo | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 33 | 38 | -5 | -1.0 |
| Bias Audit Transparency | 18% | 22 | 30 | -8 | -1.4 |
| FRIA Support | 15% | 33 | 25 | +8 | +1.2 |
| Data Governance Disclosure | 15% | 52 | 53 | -1 | -0.1 |
| Human Oversight Design | 12% | 60 | 62 | -2 | -0.2 |
| Post-Market Monitoring | 12% | 43 | 36 | +7 | +0.8 |
| Customer Documentation | 8% | 62 | 54 | +8 | +0.6 |
| Total | 100% | 41F | 41F | - | -0.1 |
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 | Manatal | Willo | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 1 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 1 | 1 | — | 1 | 1 | — |
| FRIA Support | 15% | 2 | 1 | Sources on the vendor's own domain | 0 | 1 | — |
| Data Governance Disclosure | 15% | 3 | 1 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 2 | 0 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 2 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 4 | 0 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 15 | 5 | Sources on the vendor's own domain | 9 | 5 | Sources on the vendor's own domain |
Manatal has 20 evidence rows across 7 of 7 criteria — 15 with a source URL, 5 documented absences; Willo has 14 evidence rows across 7 of 7 criteria — 9 with a source URL, 5 documented absences.
Provenance
The scores above are documented by 34 evidence rows on file for these two vendors: 20 for Manatal, across 1 distinct source domain, and 14 for Willo, across 1 distinct source domain.
- Rubric
- v1.0
- Manatal last reviewed
- July 17, 2026 · HireAIScore editorial team
- Willo last reviewed
- June 7, 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.