§ The result
4 points separate Coderbyte and Arya by Leoforce.
Coderbyte holds a 4-point edge over Arya by Leoforce under rubric v1.0, 42 to 38, across the Assessment and Sourcing cohorts. The 7 criteria split 6 to 1 in favour of Coderbyte: Coderbyte is ahead on Article 11 Technical Documentation and Arya by Leoforce on Bias Audit Transparency. Bias Audit Transparency is at once the widest raw gap and the heaviest weighted swing, and it belongs to Arya by Leoforce — Arya by Leoforce 40, Coderbyte 20, on an 18% weight — which is 100% of the weighted advantage Arya by Leoforce holds across the 1 criterion on that side of the table.
Vendor profile
Arya by Leoforce
Leoforce's AI agents, successors to its long-running Arya matching platform, source candidates from a proprietary talent database, job boards and customers' ATS records, score and rank them for fit, engage them by email and SMS, prescreen career-site visitors and deliver pre-vetted, interview-ready applicants.
Vendor profile
Coderbyte
Coderbyte is a technical hiring platform offering coding assessments with automated and AI grading of challenges and take-home projects, live coding interviews, and AI screening that grades resumes against job-description criteria and runs agentic phone screens.
§ The record
Arya by Leoforce is filed under Candidate sourcing AI, Coderbyte under Assessment AI. They also share 1 secondary category: Screening.
Both are in scope of EU AI Act, NYC LL 144, Colorado AI Act and Illinois HB 3773. Only Coderbyte is in scope of Mobley v. Workday.
| Record | Arya by Leoforce | Coderbyte |
|---|---|---|
| Price tier | High | Low |
| Headquarters | US | US |
| Founded | 2012 | 2012 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 31% of the movement so far
Bias Audit Transparency
Arya by Leoforce 40 · Coderbyte 20
3.6 weighted points to Arya by Leoforce
20% weight · 55% of the movement so far
Article 11 Technical Documentation
Arya by Leoforce 30 · Coderbyte 44
2.8 weighted points to Coderbyte
15% weight · 65% of the movement so far
FRIA Support
Arya by Leoforce 25 · Coderbyte 33
1.2 weighted points to Coderbyte
15% weight · 75% of the movement so far
Data Governance Disclosure
Arya by Leoforce 48 · Coderbyte 56
1.2 weighted points to Coderbyte
12% weight · 86% of the movement so far
Post-Market Monitoring
Arya by Leoforce 30 · Coderbyte 40
1.2 weighted points to Coderbyte
8% weight · 94% of the movement so far
Customer Documentation
Arya by Leoforce 46 · Coderbyte 58
1.0 weighted points to Coderbyte
12% weight · 100% of the movement so far
Human Oversight Design
Arya by Leoforce 54 · Coderbyte 60
0.7 weighted points to Coderbyte
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -4.5 — the difference between the two totals before either is rounded. Shares are of 11.7 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -4 beside that -4.5.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Arya by Leoforce minus Coderbyte.
| Category | Weight | Arya by Leoforce | Coderbyte | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 30 | 44 | -14 | -2.8 |
| Bias Audit Transparency | 18% | 40 | 20 | +20 | +3.6 |
| FRIA Support | 15% | 25 | 33 | -8 | -1.2 |
| Data Governance Disclosure | 15% | 48 | 56 | -8 | -1.2 |
| Human Oversight Design | 12% | 54 | 60 | -6 | -0.7 |
| Post-Market Monitoring | 12% | 30 | 40 | -10 | -1.2 |
| Customer Documentation | 8% | 46 | 58 | -12 | -1.0 |
| Total | 100% | 38 (F) | 42 (F) | -4 | -4.5 |
§ 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 | Arya by Leoforce | Coderbyte | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 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 the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 6 | 0 | Sources on the vendor's own domain | 5 | 0 | Audit reportSources on the vendor's own domain |
| Human Oversight Design | 12% | 7 | 0 | Sources on the vendor's own domain | 5 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 2 | Sources on the vendor's own domain | 4 | 1 | Audit reportSources on the vendor's own domain |
| Customer Documentation | 8% | 3 | 1 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domainSources on a separate domain |
| All criteria | 100% | 26 | 5 | Audit reportSources on the vendor's own domain | 26 | 5 | Audit reportSources on the vendor's own domainSources on a separate domain |
Arya by Leoforce has 31 evidence rows across 7 of 7 criteria — 26 with a source URL, 5 documented absences; Coderbyte has 31 evidence rows across 7 of 7 criteria — 26 with a source URL, 5 documented absences; some documentation or audit rows for Coderbyte sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 62 evidence rows on file for these two vendors: 31 for Arya by Leoforce, across 2 distinct source domains, and 31 for Coderbyte, across 2 distinct source domains.
- Rubric
- v1.0
- Arya by Leoforce last reviewed
- September 25, 2026 · HireAIScore editorial team
- Coderbyte 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