§ The result
2 points separate iCIMS and Spark Hire.
iCIMS (ATS-integrated) edges Spark Hire (Video interview) by 2 points under rubric v1.0, 55 to 53. iCIMS and Spark Hire each lead 3 of the 7 criteria, with 1 level, though the side of the split iCIMS holds (headed by FRIA Support) adds up to more weighted points. FRIA Support is both the widest raw gap and the heaviest weighted swing — iCIMS 38, Spark Hire 30 — and at a 15% weight it carries 43% of the weighted advantage iCIMS holds across the 3 criteria on that side of the table.
Vendor profile
iCIMS
Enterprise talent-acquisition / applicant tracking platform (the iCIMS Talent Cloud) that adds optional AI features - Candidate Ranking, Talent Match, and a GPT-powered Copilot - to source, rank, and engage candidates.
Vendor profile
Spark Hire
Spark Hire is a hiring platform combining one-way (async) and live video interviewing with an applicant tracking system (via its Comeet acquisition), and adds AI features that score and rank candidates' resumes and one-way video responses to help recruiters prioritize submissions.
§ The record
iCIMS is filed under ATS-integrated AI, Spark Hire under Video interview 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 Spark Hire is in scope of Mobley v. Workday.
| Record | iCIMS | Spark Hire |
|---|---|---|
| Price tier | Enterprise | Mid |
| Headquarters | US | US |
| Founded | 2000 | 2012 |
§ What decides it
The criteria that move the gap, heaviest swing first.
15% weight · 30% of the movement so far
FRIA Support
iCIMS 38 · Spark Hire 30
1.2 weighted points to iCIMS
18% weight · 57% of the movement so far
Bias Audit Transparency
iCIMS 68 · Spark Hire 62
1.1 weighted points to iCIMS
15% weight · 72% of the movement so far
Data Governance Disclosure
iCIMS 56 · Spark Hire 60
0.6 weighted points to Spark Hire
12% weight · 84% of the movement so far
Human Oversight Design
iCIMS 58 · Spark Hire 62
0.5 weighted points to Spark Hire
12% weight · 96% of the movement so far
Post-Market Monitoring
iCIMS 42 · Spark Hire 38
0.5 weighted points to iCIMS
8% weight · 100% of the movement so far
Customer Documentation
iCIMS 62 · Spark Hire 64
0.2 weighted points to Spark Hire
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +1.5 — the difference between the two totals before either is rounded. Shares are of 4.0 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +2 beside that +1.5.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is iCIMS minus Spark Hire.
| Category | Weight | iCIMS | Spark Hire | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 58 | 58 | - | - |
| Bias Audit Transparency | 18% | 68 | 62 | +6 | +1.1 |
| FRIA Support | 15% | 38 | 30 | +8 | +1.2 |
| Data Governance Disclosure | 15% | 56 | 60 | -4 | -0.6 |
| Human Oversight Design | 12% | 58 | 62 | -4 | -0.5 |
| Post-Market Monitoring | 12% | 42 | 38 | +4 | +0.5 |
| Customer Documentation | 8% | 62 | 64 | -2 | -0.2 |
| Total | 100% | 55 (F) | 53 (F) | +2 | +1.5 |
§ 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 | iCIMS | Spark Hire | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 3 | 0 | Audit reportSources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 3 | 1 | Audit reportSources on the vendor's own domain | 3 | 0 | Audit reportSources on a separate domain |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 4 | 0 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 3 | 0 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 4 | 0 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domainSources on a separate domain |
| All criteria | 100% | 21 | 3 | Audit reportSources on the vendor's own domain | 16 | 4 | Audit reportSources on the vendor's own domainSources on a separate domain |
iCIMS has 24 evidence rows across 7 of 7 criteria — 21 with a source URL, 3 documented absences; Spark Hire has 20 evidence rows across 7 of 7 criteria — 16 with a source URL, 4 documented absences; some documentation or audit rows for Spark Hire sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 44 evidence rows on file for these two vendors: 24 for iCIMS, across 2 distinct source domains, and 20 for Spark Hire, across 2 distinct source domains.
- Rubric
- v1.0
- iCIMS last reviewed
- June 7, 2026 · HireAIScore editorial team
- Spark Hire 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