Spark Hire
HireAIScore rates Spark Hire 53 out of 100 (grade F, Substantial gaps) under rubric v1.0, last reviewed June 7, 2026. Spark Hire ranks 9 of 57 vendors rated in Video interview AI, against a category average of 44. That score is drawn from 20 evidence items across 7 rubric criteria for Spark Hire — 16 with a cited source, 4 recording that nothing was located.
Score breakdown
Spark Hire, criterion by criterion
Each rubric criterion is scored out of 100 on the cited evidence, then weighted into the total.
Weighted contribution shown to the right of each bar.
Article 11 Technical Documentation
Weight 20% · category avg 46
58
+11.6
Bias Audit Transparency
Weight 18% · category avg 38
62
+11.2
FRIA Support
Weight 15% · category avg 30
30
+4.5
Data Governance Disclosure
Weight 15% · category avg 51
60
+9.0
Human Oversight Design
Weight 12% · category avg 56
62
+7.4
Post-Market Monitoring
Weight 12% · category avg 37
38
+4.6
Customer Documentation
Weight 8% · category avg 56
64
+5.1
Total weighted score
53.4(rounded to 53 for display)
Category avg is the mean raw score on that criterion across the 57 Video interview AI vendors in scope of this rubric, this one included.
Strongest criterion
Customer Documentation
64raw / 100
Contributes 5.1 to the total. 64 against a 56 category average.
Weakest criterion
FRIA Support
30raw / 100
Contributes 4.5 to the total. 30 against a 30 category average.
Cited evidence
The evidence behind the score
Every score is backed by at least one cited piece of evidence. Open a criterion to see what was found, when, and where.
Download diligence recordEvidence ledger
- Items
- 20
- Documentation
- 10
- Audit report
- 1
- Public statement
- 5
- Absence
- 4
- With a source URL
- 16 of 20
- Source hostnames
- 3
- Fewest items
- 2
- FRIA Support
These figures measure how thoroughly Spark Hire was reviewed, not how Spark Hire performed — an absence row, recording that nothing was located, is counted like any other item.
Article 11 Technical Documentation
3 items58
- DocumentationCaptured Jun 7, 2026
'Behind-the-Scenes of AI Video Review' details the scoring factors, a 500-transcript human-benchmark validation, a 68,236-submission outcome validation, and frames explainability as a core principle.
- DocumentationCaptured Jun 7, 2026
Spark Hire AI page sets out AI principles (fairness, transparency, human oversight, privacy) and an explicit 'no black-box' explainability commitment but stops short of a formal model card or technical documentation pack.
- AbsenceCaptured Jun 7, 2026
No ISO 42001 certification, system/model card, or EU AI Act Article 11 technical documentation found on sparkhire.com, the support sites, or the privacy policy.
Bias Audit Transparency
3 items62
- Audit reportCaptured Jun 7, 2026
'AI Resume Review: Bias audit compliance report' help article (redirects to recruit-support.sparkhire.com) describes a third-party bias audit of the candidate-ranking model on 14,053 candidates across 12 jobs (final 5,154-candidate sample) finding no adverse impact.
https://help.comeet.co/en/articles/10327932-ai-resume-review-bias-audit-compliance-report
- Public statementCaptured Jun 7, 2026
Spark Hire states it conducts 'regular third-party bias audits' evaluating adverse impact across gender, ethnicity and intersectionality, and excludes EEOC demographic data from AI scoring.
- Public statementCaptured Jun 7, 2026
Reports that 'our audit for AI Video Review didn't find any adverse impact or significant differences by ethnicity, age, or gender' but names no auditor firm and links no downloadable report.
FRIA Support
2 items30
- AbsenceCaptured Jun 7, 2026
No FRIA template, Article 27 deployer guidance, or EU AI Act high-risk deployer material found anywhere on sparkhire.com, the support/help centers, or the privacy policy.
- DocumentationCaptured Jun 7, 2026
Privacy and Security Policy includes a GDPR Data Processing Agreement (Schedule 1) with SCCs and security annexes but contains no fundamental-rights impact assessment guidance.
Data Governance Disclosure
3 items60
- DocumentationCaptured Jun 7, 2026
Privacy and Security Policy details GDPR/CCPA compliance, EU-US Data Privacy Framework, SCCs, a DPA, an ~23-entry subprocessor list (incl. OpenAI), and states AI processes only anonymized/aggregated content with PII excluded.
- Public statementCaptured Jun 7, 2026
FAQ states organizational and technical security controls are validated by an annual SOC 2 audit and that demographic data such as EEOC is not used in AI scoring.
- DocumentationCaptured Jun 7, 2026
A standalone Data Processing Addendum is published for Spark Hire Recruit customers (URL surfaced via search; page resolves but blocks automated fetch).
https://recruit-support.sparkhire.com/hc/en-us/articles/40044082601243-Data-Processing-Addendum
Human Oversight Design
3 items62
- DocumentationCaptured Jun 7, 2026
States 'the final candidate evaluation and hiring decision are yours to make' and that clicking a score reveals key insights explaining why each rating was given.
- Public statementCaptured Jun 7, 2026
FAQ frames AI as a tool to enhance human review rather than replace it and says Spark Hire does not use AI for automated decision-making in video interviews.
- DocumentationCaptured Jun 7, 2026
AI Recruiting page reinforces that 'Spark Hire AI is built to supplement and support human review, not replace it' with final decisions human-led.
Post-Market Monitoring
3 items38
- Public statementCaptured Jun 7, 2026
Describes regular third-party bias audits and continuous feedback loops for model improvement as an ongoing practice rather than a one-time check.
- DocumentationCaptured Jun 7, 2026
Privacy policy provides a privacy@sparkhire.com contact and cites an annual SOC 2 audit cycle as the ongoing assurance mechanism.
- AbsenceCaptured Jun 7, 2026
No public status page, security.txt/vulnerability-disclosure channel, model-update changelog, or live monitoring dashboard found on sparkhire.com or the support sites.
Customer Documentation
3 items64
- DocumentationCaptured Jun 7, 2026
Comprehensive Spark Hire AI product page covering resume scoring/ranking, AI video review, bias mitigation, transparency, and human oversight.
- DocumentationCaptured Jun 7, 2026
Candidate-facing 'AI overview for candidates' help article explains how the AI tools work to the people being evaluated (redirects to the Spark Hire Recruit support center).
https://help.comeet.co/en/articles/10327862-ai-overview-for-candidates
- AbsenceCaptured Jun 7, 2026
No NYC Local Law 144 candidate-notice/audit-posting guidance or EU AI Act deployer documentation found in the customer-facing help center or marketing site.
Editorial notes
Company overview
Spark Hire, Inc. launched in February 2012 (founder/CEO Josh Tolan) and is headquartered in Northbrook, Illinois, US. Originally the #1-rated video interviewing tool, it expanded into a full hiring suite in 2023 by acquiring Comeet (an applicant tracking system) and Chally (a predictive behavioral assessment), now serving 7,000+ organizations through its Meet (video/assessment) and Recruit (ATS) products. Its AI layer includes AI Video Review, which scores one-way video interview submissions against behavioral factors, and AI Resume Review, which scores and ranks resumes 1-5 against recruiter-defined criteria.
Regulatory exposure
Unlike human-only video tools, Spark Hire is squarely an automated employment decision tool: AI Video Review auto-scores video submissions against six behavioral factors with a weighted overall score, and AI Resume Review ranks candidates, so deployments in NYC trigger Local Law 144 and high-risk obligations under the EU AI Act. Spark Hire has invested in the fairness side of this: it runs third-party bias audits on both AI tools, publishes 'bias audit compliance reports' (e.g., AI Resume Review tested on 14,053 candidates across 12 jobs, with a final 5,154-candidate sample, applying the four-fifths rule), reports no adverse impact, redacts candidate name and location, excludes EEOC demographic data from scoring, and uses explicit 'no black box' in-product explanations. It holds SOC 2 Type II, complies with GDPR/CCPA, offers a DPA, and lists subprocessors (including OpenAI). However, it names no auditor firm, publishes no FRIA/Article 27 deployer guidance, and does not reference NYC LL 144 or the EU AI Act by name in customer materials.
Path to a higher score
Spark Hire already outperforms most peers on bias-audit transparency and explainability. To raise its score it should name the independent auditor(s) and publish full, downloadable audit reports with impact ratios and dates for two consecutive years, add explicit NYC LL 144 deployer guidance (candidate notice templates, where to post summaries) and EU AI Act Article 27 FRIA support for deployers, release a model/system card or Article 11-style technical pack and pursue ISO 42001, and stand up a public post-market monitoring surface (status page, model-update changelog, security/incident contact) rather than relying on internal SOC 2 controls alone.
Regulatory frame
What applies to video interview AI.
The most heavily-regulated category. NYC LL 144 has applied since 2023; EU AI Act Annex III §4 treats the assessment layer as high-risk; Mobley v. Workday is shaping vendor-liability case-law here.
Compare
Spark Hire against its nearest-scoring peers.
The closest scores in Video interview AI, side by side.
- Side-by-sideSpark Hire vs HackerRank55F
- Side-by-sideSpark Hire vs Criteria53F
- Side-by-sideSpark Hire vs Glider AI52F
- Side-by-sideSpark Hire vs BrightHire51F
Ranking
Others rated in Video interview AI
Ranked 9 of 57 by weighted total under rubric v1.0. The ordering is arithmetic on the rubric and carries no view on which tool suits a given hiring process.
- #6iMocha56F
- #7Tenzo AI56F
- #8HackerRank55F
- #9Spark HireThis profile53F
- #10Criteria53F
- #11Glider AI52F
Conflicts of interest
No vendor pays for placement, scoring, or removal. Casework - the consulting firm that operates this directory - provides paid services to some vendors. Any active or recent (within 24 months) commercial relationship is disclosed on the affected vendor profile and the review is reassigned to an independent reviewer. See the full policy on About.
Casework has no commercial relationship with this vendor.