§ The result
Gloat leads Willo on 6 of the 7 criteria.
Gloat scores 47 and Willo 41 under rubric v1.0, a 6-point gap across the Sourcing and Video interview cohorts. Gloat leads 6 of the 7 criteria and the remaining criterion is level, so Willo is ahead on none of them; the closest of the 6 Gloat leads is FRIA Support, Gloat 28 to Willo 25. Article 11 Technical Documentation is the widest raw gap and the heaviest weighted swing at once (Gloat 48, Willo 38, 20% weight), but it accounts for only 33% of the weighted advantage Gloat holds across the 6 criteria on that side of the table.
Vendor profile
Gloat
Gloat is an AI-powered internal talent marketplace and "agentic HR" platform that matches an employer's existing employees to internal job openings, gigs, projects, mentorships, and learning based on inferred skills and career goals.
Vendor profile
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.
§ The record
Gloat is filed under Candidate sourcing AI, Willo under Video interview AI. They also share 1 secondary category: Assessment.
Both are in scope of EU AI Act, Colorado AI Act, NYC LL 144, Illinois HB 3773 and Mobley v. Workday.
| Record | Gloat | Willo |
|---|---|---|
| Price tier | Enterprise | Low |
| Headquarters | US | GB |
| Founded | 2015 | 2018 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 33% of the movement so far
Article 11 Technical Documentation
Gloat 48 · Willo 38
2.0 weighted points to Gloat
18% weight · 57% of the movement so far
Bias Audit Transparency
Gloat 38 · Willo 30
1.4 weighted points to Gloat
15% weight · 70% of the movement so far
Data Governance Disclosure
Gloat 58 · Willo 53
0.8 weighted points to Gloat
12% weight · 82% of the movement so far
Post-Market Monitoring
Gloat 42 · Willo 36
0.7 weighted points to Gloat
8% weight · 93% of the movement so far
Customer Documentation
Gloat 62 · Willo 54
0.6 weighted points to Gloat
15% weight · 100% of the movement so far
FRIA Support
Gloat 28 · Willo 25
0.4 weighted points to Gloat
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +6.0 — 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 +6 beside that +6.0.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Gloat minus Willo.
| Category | Weight | Gloat | Willo | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 48 | 38 | +10 | +2.0 |
| Bias Audit Transparency | 18% | 38 | 30 | +8 | +1.4 |
| FRIA Support | 15% | 28 | 25 | +3 | +0.4 |
| Data Governance Disclosure | 15% | 58 | 53 | +5 | +0.8 |
| Human Oversight Design | 12% | 62 | 62 | - | - |
| Post-Market Monitoring | 12% | 42 | 36 | +6 | +0.7 |
| Customer Documentation | 8% | 62 | 54 | +8 | +0.6 |
| Total | 100% | 47 (F) | 41 (F) | +6 | +6.0 |
§ 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 | Gloat | Willo | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 3 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 2 | 2 | Sources on the vendor's own domain | 1 | 1 | — |
| FRIA Support | 15% | 2 | 1 | Sources on the vendor's own domain | 0 | 1 | — |
| Data Governance Disclosure | 15% | 4 | 1 | Audit reportSources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 3 | 1 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 4 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 21 | 8 | Audit reportSources on the vendor's own domain | 9 | 5 | Sources on the vendor's own domain |
Gloat has 29 evidence rows across 7 of 7 criteria — 21 with a source URL, 8 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 43 evidence rows on file for these two vendors: 29 for Gloat, across 1 distinct source domain, and 14 for Willo, across 1 distinct source domain.
- Rubric
- v1.0
- Gloat last reviewed
- August 2, 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.
§ Where next