§ The result
Willo leads Recruiterflow by 5 points.
Under rubric v1.0, Willo, filed under Video interview, finishes on 41 and Recruiterflow, filed under ATS-integrated, on 36, 5 points apart. Willo leads 5 of the 7 criteria, including Bias Audit Transparency, while Recruiterflow leads 2, including FRIA Support. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — Recruiterflow 18, Willo 30 — and at an 18% weight it carries 40% of the weighted advantage Willo holds across the 5 criteria on that side of the table.
Vendor profile
Recruiterflow
Recruiterflow is an ATS and CRM for recruiting agencies and executive search firms. Its AIRA AI layer ranks candidates already in a firm's database against each job with an explainable 0–100 Criteria Score (AIRA Matchmaker, shown as the 'AI Matches' card), and adds natural-language candidate search, external profile sourcing and an AI call notetaker that fills in interview scorecards.
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
Recruiterflow is filed under ATS-integrated AI, Willo under Video interview AI. They record no secondary category in common.
Both are in scope of EU AI Act, NYC LL 144 and Colorado AI Act. Only Willo is in scope of Illinois HB 3773 and Mobley v. Workday.
| Record | Recruiterflow | Willo |
|---|---|---|
| Price tier | Mid | Low |
| Headquarters | US | GB |
| Founded | 2017 | 2018 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 35% of the movement so far
Bias Audit Transparency
Recruiterflow 18 · Willo 30
2.2 weighted points to Willo
15% weight · 56% of the movement so far
Data Governance Disclosure
Recruiterflow 44 · Willo 53
1.3 weighted points to Willo
20% weight · 72% of the movement so far
Article 11 Technical Documentation
Recruiterflow 33 · Willo 38
1.0 weighted points to Willo
15% weight · 84% of the movement so far
FRIA Support
Recruiterflow 30 · Willo 25
0.8 weighted points to Recruiterflow
12% weight · 92% of the movement so far
Human Oversight Design
Recruiterflow 58 · Willo 62
0.5 weighted points to Willo
12% weight · 97% of the movement so far
Post-Market Monitoring
Recruiterflow 33 · Willo 36
0.4 weighted points to Willo
8% weight · 100% of the movement so far
Customer Documentation
Recruiterflow 56 · Willo 54
0.2 weighted points to Recruiterflow
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -4.4 — the difference between the two totals before either is rounded. Shares are of 6.3 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 -4.4.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Recruiterflow minus Willo.
| Category | Weight | Recruiterflow | Willo | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 33 | 38 | -5 | -1.0 |
| Bias Audit Transparency | 18% | 18 | 30 | -12 | -2.2 |
| FRIA Support | 15% | 30 | 25 | +5 | +0.8 |
| Data Governance Disclosure | 15% | 44 | 53 | -9 | -1.3 |
| Human Oversight Design | 12% | 58 | 62 | -4 | -0.5 |
| Post-Market Monitoring | 12% | 33 | 36 | -3 | -0.4 |
| Customer Documentation | 8% | 56 | 54 | +2 | +0.2 |
| Total | 100% | 36 (F) | 41 (F) | -5 | -4.4 |
§ 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 | Recruiterflow | 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% | 3 | 1 | 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 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 7 | 0 | 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% | 3 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 25 | 6 | Sources on the vendor's own domain | 9 | 5 | Sources on the vendor's own domain |
Recruiterflow has 31 evidence rows across 7 of 7 criteria — 25 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 45 evidence rows on file for these two vendors: 31 for Recruiterflow, across 1 distinct source domain, and 14 for Willo, across 1 distinct source domain.
- Rubric
- v1.0
- Recruiterflow last reviewed
- September 25, 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