§ The result
3 points separate Fuel50 and Classet.
Fuel50 holds a 3-point edge over Classet under rubric v1.0, 58 to 55, across the Sourcing and Screening cohorts. The criteria split evenly, 3 each to Classet and Fuel50, with 1 level, and the weighted points on the side Fuel50 holds, headed by Article 11 Technical Documentation, settle the total. Article 11 Technical Documentation is both the widest raw gap and the heaviest weighted swing — Classet 46, Fuel50 70 — and at a 20% weight it carries 73% of the weighted advantage Fuel50 holds across the 3 criteria on that side of the table.
Vendor profile
Classet
Classet's AI voice recruiter, Joy, phones hourly and frontline applicants within about a minute of applying, runs employer-scripted screening interviews with binary knockout questions, and sends recruiters recordings, transcripts, summaries and a qualified/unqualified outcome, either in Classet's lightweight ATS or in 100+ connected ATSs.
Vendor profile
Fuel50
Fuel50 is an AI internal talent marketplace and workforce-transformation platform that matches employees to internal roles, gigs, mentors, learning and career paths, and fit-scores and ranks internal candidates for open roles and succession pipelines, using a skills ontology curated by in-house I/O psychologists.
§ The record
Classet is filed under Screening AI, Fuel50 under Candidate sourcing AI. They record no secondary category in common.
Both are in scope of EU AI Act, NYC LL 144, Colorado AI Act and Illinois HB 3773. Only Fuel50 is in scope of Mobley v. Workday.
| Record | Classet | Fuel50 |
|---|---|---|
| Price tier | Mid | Enterprise |
| Headquarters | US | US |
| Founded | 2021 | 2011 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 47% of the movement so far
Article 11 Technical Documentation
Classet 46 · Fuel50 70
4.8 weighted points to Fuel50
12% weight · 67% of the movement so far
Post-Market Monitoring
Classet 58 · Fuel50 40
2.2 weighted points to Classet
18% weight · 81% of the movement so far
Bias Audit Transparency
Classet 76 · Fuel50 68
1.4 weighted points to Classet
15% weight · 92% of the movement so far
Data Governance Disclosure
Classet 57 · Fuel50 64
1.1 weighted points to Fuel50
12% weight · 99% of the movement so far
Human Oversight Design
Classet 55 · Fuel50 61
0.7 weighted points to Fuel50
15% weight · 100% of the movement so far
FRIA Support
Classet 33 · Fuel50 32
0.1 weighted points to Classet
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to -2.8 — the difference between the two totals before either is rounded. Shares are of 10.3 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -3 beside that -2.8.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Classet minus Fuel50.
| Category | Weight | Classet | Fuel50 | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 46 | 70 | -24 | -4.8 |
| Bias Audit Transparency | 18% | 76 | 68 | +8 | +1.4 |
| FRIA Support | 15% | 33 | 32 | +1 | +0.1 |
| Data Governance Disclosure | 15% | 57 | 64 | -7 | -1.1 |
| Human Oversight Design | 12% | 55 | 61 | -6 | -0.7 |
| Post-Market Monitoring | 12% | 58 | 40 | +18 | +2.2 |
| Customer Documentation | 8% | 62 | 62 | - | - |
| Total | 100% | 55 (F) | 58 (F) | -3 | -2.8 |
§ 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 | Classet | Fuel50 | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 4 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 4 | 0 | Audit reportSources on a separate domain | 3 | 0 | Audit reportSources on the vendor's own domainSources on a separate domain |
| FRIA Support | 15% | 3 | 1 | Sources on the vendor's own domain | 2 | 1 | — |
| Data Governance Disclosure | 15% | 4 | 1 | Sources on the vendor's own domain | 5 | 0 | Audit reportSources on the vendor's own domainSources on a separate domain |
| Human Oversight Design | 12% | 8 | 0 | Sources on the vendor's own domain | 4 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 5 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain | 4 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 5 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 33 | 5 | Audit reportSources on the vendor's own domainSources on a separate domain | 24 | 4 | Audit reportSources on the vendor's own domainSources on a separate domain |
Classet has 38 evidence rows across 7 of 7 criteria — 33 with a source URL, 5 documented absences; Fuel50 has 28 evidence rows across 7 of 7 criteria — 24 with a source URL, 4 documented absences; some documentation or audit rows for Classet and Fuel50 sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 66 evidence rows on file for these two vendors: 38 for Classet, across 3 distinct source domains, and 28 for Fuel50, across 3 distinct source domains.
- Rubric
- v1.0
- Classet last reviewed
- September 25, 2026 · HireAIScore editorial team
- Fuel50 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.
§ Where next