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Factorial vs impress.ai

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§ The result

Factorial leads impress.ai on all 7 criteria.

Factorial scores 46 and impress.ai 38 under rubric v1.0, an 8-point gap across the ATS-integrated and Screening cohorts. Factorial is ahead of impress.ai on all 7 criteria but on none of them by as much as 20 raw points, the closest being Data Governance Disclosure at Factorial 57 to impress.ai 55. One criterion, Article 11 Technical Documentation, is both the widest raw gap (Factorial 52, impress.ai 35) and the heaviest weighted swing, and at 20% weight it makes up 40% of the weighted advantage Factorial holds across the 7 criteria it leads.

§ The record

Factorial is filed under ATS-integrated AI, impress.ai under Screening AI. They record no secondary category in common.

Both are in scope of EU AI Act, NYC LL 144, Colorado AI Act and Illinois HB 3773. Only impress.ai is in scope of Mobley v. Workday.

RecordFactorialimpress.ai
Price tierLowHigh
HeadquartersESSG
Founded20162017

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 20% weight · 40% of the movement so far

    Article 11 Technical Documentation

    Factorial 52 · impress.ai 35

    3.4 weighted points to Factorial

  2. 12% weight · 62% of the movement so far

    Post-Market Monitoring

    Factorial 48 · impress.ai 32

    1.9 weighted points to Factorial

  3. 15% weight · 80% of the movement so far

    FRIA Support

    Factorial 35 · impress.ai 25

    1.5 weighted points to Factorial

  4. 12% weight · 88% of the movement so far

    Human Oversight Design

    Factorial 58 · impress.ai 52

    0.7 weighted points to Factorial

  5. 18% weight · 95% of the movement so far

    Bias Audit Transparency

    Factorial 25 · impress.ai 22

    0.5 weighted points to Factorial

  6. 15% weight · 98% of the movement so far

    Data Governance Disclosure

    Factorial 57 · impress.ai 55

    0.3 weighted points to Factorial

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

    Customer Documentation

    Factorial 60 · impress.ai 58

    0.2 weighted points to Factorial

Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +8.5 — the difference between the two totals before either is rounded. Shares are of 8.5 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +8 beside that +8.5.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Factorial minus impress.ai.

CategoryWeightFactorialimpress.aiΔ rawΔ weighted
Article 11 Technical Documentation20%5235+17+3.4
Bias Audit Transparency18%2522+3+0.5
FRIA Support15%3525+10+1.5
Data Governance Disclosure15%5755+2+0.3
Human Oversight Design12%5852+6+0.7
Post-Market Monitoring12%4832+16+1.9
Customer Documentation8%6058+2+0.2
Total100%46 (F)38 (F)+8+8.5

§ 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.

CriterionWeightFactorialimpress.ai
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 domain21Sources on the vendor's own domain
FRIA Support15%41Sources on the vendor's own domain21Sources on the vendor's own domain
Data Governance Disclosure15%41Audit reportSources on the vendor's own domain21Sources on the vendor's own domain
Human Oversight Design12%41Sources on the vendor's own domain31Sources on the vendor's own domain
Post-Market Monitoring12%41Sources on the vendor's own domain31Sources on the vendor's own domain
Customer Documentation8%41Sources on the vendor's own domain41Sources on the vendor's own domain
All criteria100%277Audit reportSources on the vendor's own domain187Sources on the vendor's own domain

Factorial has 34 evidence rows across 7 of 7 criteria — 27 with a source URL, 7 documented absences; impress.ai has 25 evidence rows across 7 of 7 criteria — 18 with a source URL, 7 documented absences.

Provenance

The scores above are documented by 59 evidence rows on file for these two vendors: 34 for Factorial, across 3 distinct source domains, and 25 for impress.ai, across 1 distinct source domain.

Rubric
v1.0
Factorial last reviewed
September 25, 2026 · HireAIScore editorial team
impress.ai last reviewed
August 2, 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.