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Factorial vs Spark Hire

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§ The result

Spark Hire leads Factorial by 7 points.

Spark Hire scores 53 and Factorial 46 under rubric v1.0, a 7-point gap across the Video interview and ATS-integrated cohorts. The 7 criteria split 5 to 2 in favour of Spark Hire: Spark Hire is ahead on Bias Audit Transparency and Factorial on Post-Market Monitoring. One criterion, Bias Audit Transparency, is both the widest raw gap (Factorial 25, Spark Hire 62) and the heaviest weighted swing, and at 18% weight it makes up 73% of the weighted advantage Spark Hire holds across the 5 criteria it leads.

§ The record

Factorial 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.

RecordFactorialSpark Hire
Price tierLowMid
HeadquartersESUS
Founded20162012

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 18% weight · 60% of the movement so far

    Bias Audit Transparency

    Factorial 25 · Spark Hire 62

    6.7 weighted points to Spark Hire

  2. 20% weight · 71% of the movement so far

    Article 11 Technical Documentation

    Factorial 52 · Spark Hire 58

    1.2 weighted points to Spark Hire

  3. 12% weight · 82% of the movement so far

    Post-Market Monitoring

    Factorial 48 · Spark Hire 38

    1.2 weighted points to Factorial

  4. 15% weight · 89% of the movement so far

    FRIA Support

    Factorial 35 · Spark Hire 30

    0.8 weighted points to Factorial

  5. 12% weight · 93% of the movement so far

    Human Oversight Design

    Factorial 58 · Spark Hire 62

    0.5 weighted points to Spark Hire

  6. 15% weight · 97% of the movement so far

    Data Governance Disclosure

    Factorial 57 · Spark Hire 60

    0.4 weighted points to Spark Hire

  7. 8% weight · 100% of the movement so far

    Customer Documentation

    Factorial 60 · Spark Hire 64

    0.3 weighted points to Spark Hire

Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -7.2 — the difference between the two totals before either is rounded. Shares are of 11.1 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -7 beside that -7.2.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Factorial minus Spark Hire.

CategoryWeightFactorialSpark HireΔ rawΔ weighted
Article 11 Technical Documentation20%5258-6-1.2
Bias Audit Transparency18%2562-37-6.7
FRIA Support15%3530+5+0.8
Data Governance Disclosure15%5760-3-0.4
Human Oversight Design12%5862-4-0.5
Post-Market Monitoring12%4838+10+1.2
Customer Documentation8%6064-4-0.3
Total100%46 (F)53 (F)-7-7.2

§ 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.

CriterionWeightFactorialSpark Hire
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%41Sources on the vendor's own domain21Sources on the vendor's own domain
Bias Audit Transparency18%31Sources on the vendor's own domain30Audit reportSources on a separate domain
FRIA Support15%41Sources on the vendor's own domain11Sources on the vendor's own domain
Data Governance Disclosure15%41Audit reportSources on the vendor's own domain30Sources on the vendor's own domain
Human Oversight Design12%41Sources on the vendor's own domain30Sources on the vendor's own domain
Post-Market Monitoring12%41Sources on the vendor's own domain21Sources on the vendor's own domain
Customer Documentation8%41Sources on the vendor's own domain21Sources on the vendor's own domainSources on a separate domain
All criteria100%277Audit reportSources on the vendor's own domain164Audit reportSources on the vendor's own domainSources on a separate domain

Factorial has 34 evidence rows across 7 of 7 criteria — 27 with a source URL, 7 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 54 evidence rows on file for these two vendors: 34 for Factorial, across 3 distinct source domains, and 20 for Spark Hire, across 2 distinct source domains.

Rubric
v1.0
Factorial last reviewed
September 25, 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.