Side-by-side · Rubric v1.0
Talview vs Willo
Talview
AI-powered hiring and exam-integrity platform spanning video interviewing, skills assessments, identity verification, and AI proctoring.
Substantial gaps
Video interview
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
Talview takes the total, Willo takes more of the criteria.
Within the Video interview cohort, Talview edges Willo by 1 point under rubric v1.0, 42 to 41. Willo leads more of the criteria than Talview — 4 to 2 — but Article 11 Technical Documentation, which Talview leads, carries 20% of the rubric, and the weighted sum still falls to Talview. One criterion, Article 11 Technical Documentation, is both the widest raw gap (Talview 50, Willo 38) and the heaviest weighted swing, and at 20% weight it makes up 63% of the weighted advantage Talview holds across the 2 criteria it leads.
Criteria won
7 criteria
- Talview2
- Willo4
- Level1
- Widest raw gap
- Article 11 Technical Documentation50 vs 38
- Heaviest weighted swing
- Article 11 Technical Documentation20% weight
Keep this comparison
Both scores and all 7 criteria, side by side, in your inbox.
The record
Categories, scope and company facts.
Talview and Willo are both filed under Video interview AI. They also share 2 secondary categories: Assessment and Screening.
Both are in scope of
| Record | Talview | Willo |
|---|---|---|
| Price tier | Enterprise | Low |
| Headquarters | US | GB |
| Founded | 2012 | 2018 |
What decides it
The criteria that move the gap, heaviest swing first.
- 1
Article 11 Technical Documentation
20% weight40% of the movement so far
Talview50Willo382.4 weighted points to Talview
- 2
Bias Audit Transparency
18% weight63% of the movement so far
Talview38Willo301.4 weighted points to Talview
- 3
Human Oversight Design
12% weight77% of the movement so far
Talview55Willo620.8 weighted points to Willo
- 4
Data Governance Disclosure
15% weight89% of the movement so far
Talview48Willo530.8 weighted points to Willo
- 5
Post-Market Monitoring
12% weight97% of the movement so far
Talview32Willo360.5 weighted points to Willo
- 6
Customer Documentation
8% weight100% of the movement so far
Talview52Willo540.2 weighted points to Willo
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +1.6 — the difference between the two totals before either is rounded. Shares are of 6.1 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 +1.6.
Category-by-category
Raw score per criterion, with weighted delta.
Δ is Talview minus Willo, coloured for whichever of the two it favours.
| Category | Weight | Talview | Willo | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 50 | 38 | +12 | +2.4 |
| Bias Audit Transparency | 18% | 38 | 30 | +8 | +1.4 |
| FRIA Support | 15% | 25 | 25 | - | - |
| Data Governance Disclosure | 15% | 48 | 53 | -5 | -0.8 |
| Human Oversight Design | 12% | 55 | 62 | -7 | -0.8 |
| Post-Market Monitoring | 12% | 32 | 36 | -4 | -0.5 |
| Customer Documentation | 8% | 52 | 54 | -2 | -0.2 |
| Total | 100% | 42F | 41F | +1 | +1.6 |
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 | Talview | 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% | 0 | 1 | — | 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% | 1 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 3 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 11 | 6 | Sources on the vendor's own domain | 9 | 5 | Sources on the vendor's own domain |
Talview has 17 evidence rows across 7 of 7 criteria — 11 with a source URL, 6 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 31 evidence rows on file for these two vendors: 17 for Talview, across 1 distinct source domain, and 14 for Willo, across 1 distinct source domain.
- Rubric
- v1.0
- Talview last reviewed
- June 7, 2026 · HireAIScore editorial team
- Willo last reviewed
- June 7, 2026 · HireAIScore editorial team
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