§ The result
Coderbyte takes the total, Manatal takes more of the criteria.
Coderbyte (Assessment) edges Manatal (ATS-integrated) by 1 point under rubric v1.0, 42 to 41. Manatal leads more of the criteria than Coderbyte — 3 to 2 — but Article 11 Technical Documentation, which Coderbyte leads, carries 20% of the rubric, and the weighted sum still falls to Coderbyte. One criterion, Article 11 Technical Documentation, is both the widest raw gap (Coderbyte 44, Manatal 33) and the heaviest weighted swing, and at 20% weight it makes up 79% of the weighted advantage Coderbyte holds across the 2 criteria it leads.
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.
Vendor profile
Manatal
Cloud-based applicant tracking system and recruitment CRM for agencies and HR teams, featuring an AI engine that scores and ranks candidates against job requirements and an asynchronous AI video Interviewer.
§ The record
Coderbyte is filed under Assessment AI, Manatal under ATS-integrated AI. They also share 1 secondary category: Screening.
Both are in scope of NYC LL 144, Illinois HB 3773, EU AI Act, Colorado AI Act and Mobley v. Workday.
| Record | Coderbyte | Manatal |
|---|---|---|
| Price tier | Low | Low |
| Headquarters | US | TH |
| Founded | 2012 | 2019 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 57% of the movement so far
Article 11 Technical Documentation
Coderbyte 44 · Manatal 33
2.2 weighted points to Coderbyte
15% weight · 73% of the movement so far
Data Governance Disclosure
Coderbyte 56 · Manatal 52
0.6 weighted points to Coderbyte
18% weight · 82% of the movement so far
Bias Audit Transparency
Coderbyte 20 · Manatal 22
0.4 weighted points to Manatal
12% weight · 92% of the movement so far
Post-Market Monitoring
Coderbyte 40 · Manatal 43
0.4 weighted points to Manatal
8% weight · 100% of the movement so far
Customer Documentation
Coderbyte 58 · Manatal 62
0.3 weighted points to Manatal
Weighted delta is the raw difference times the criterion weight, so the 5 figures above sum to +1.8 — the difference between the two totals before either is rounded. Shares are of 3.8 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 +1.8.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Coderbyte minus Manatal.
| Category | Weight | Coderbyte | Manatal | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 44 | 33 | +11 | +2.2 |
| Bias Audit Transparency | 18% | 20 | 22 | -2 | -0.4 |
| FRIA Support | 15% | 33 | 33 | - | - |
| Data Governance Disclosure | 15% | 56 | 52 | +4 | +0.6 |
| Human Oversight Design | 12% | 60 | 60 | - | - |
| Post-Market Monitoring | 12% | 40 | 43 | -3 | -0.4 |
| Customer Documentation | 8% | 58 | 62 | -4 | -0.3 |
| Total | 100% | 42 (F) | 41 (F) | +1 | +1.8 |
§ 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 | Coderbyte | Manatal | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 3 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 2 | 1 | Sources on the vendor's own domain | 1 | 1 | — |
| FRIA Support | 15% | 3 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 5 | 0 | Audit reportSources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 5 | 0 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 4 | 1 | Audit reportSources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 4 | 1 | Sources on the vendor's own domainSources on a separate domain | 4 | 0 | Sources on the vendor's own domain |
| All criteria | 100% | 26 | 5 | Audit reportSources on the vendor's own domainSources on a separate domain | 15 | 5 | Sources on the vendor's own domain |
Coderbyte has 31 evidence rows across 7 of 7 criteria — 26 with a source URL, 5 documented absences; Manatal has 20 evidence rows across 7 of 7 criteria — 15 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 51 evidence rows on file for these two vendors: 31 for Coderbyte, across 2 distinct source domains, and 20 for Manatal, across 1 distinct source domain.
- Rubric
- v1.0
- Coderbyte last reviewed
- September 25, 2026 · HireAIScore editorial team
- Manatal last reviewed
- July 17, 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