HomeCompareFactorial vs SeekOut

Side-by-side · Rubric v1.0

Factorial vs SeekOut

Export comparison (CSV)Pro→

§ The result

Factorial leads SeekOut by 12 points.

Factorial sits 12 points above SeekOut under rubric v1.0 — 46 against 34 — with Factorial filed under ATS-integrated and SeekOut under Sourcing. SeekOut takes 1 of the 7 criteria, Bias Audit Transparency among them, against 6 for Factorial, whose share includes Article 11 Technical Documentation. Customer Documentation is the widest raw gap (Factorial 60, SeekOut 35) but not the heaviest weighted swing, which is Article 11 Technical Documentation at 20% (Factorial 52, SeekOut 35), 23% of the weighted advantage Factorial builds across the 6 criteria it leads.

§ The record

Factorial is filed under ATS-integrated AI, SeekOut under Candidate sourcing AI. They record no secondary category in common.

Both are in scope of EU AI Act, NYC LL 144 and Colorado AI Act. Only Factorial is in scope of Illinois HB 3773.

RecordFactorialSeekOut
Price tierLowEnterprise
HeadquartersESUS
Founded20162017

§ What decides it

The criteria that move the gap, heaviest swing first.

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

    Article 11 Technical Documentation

    Factorial 52 · SeekOut 35

    3.4 weighted points to Factorial

  2. 15% weight · 39% of the movement so far

    Data Governance Disclosure

    Factorial 57 · SeekOut 35

    3.3 weighted points to Factorial

  3. 12% weight · 55% of the movement so far

    Post-Market Monitoring

    Factorial 48 · SeekOut 25

    2.8 weighted points to Factorial

  4. 18% weight · 71% of the movement so far

    Bias Audit Transparency

    Factorial 25 · SeekOut 40

    2.7 weighted points to SeekOut

  5. 8% weight · 82% of the movement so far

    Customer Documentation

    Factorial 60 · SeekOut 35

    2.0 weighted points to Factorial

  6. 12% weight · 91% of the movement so far

    Human Oversight Design

    Factorial 58 · SeekOut 45

    1.6 weighted points to Factorial

  7. 15% weight · 100% of the movement so far

    FRIA Support

    Factorial 35 · SeekOut 25

    1.5 weighted points to Factorial

Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +11.8 — the difference between the two totals before either is rounded. Shares are of 17.2 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +12 beside that +11.8.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Factorial minus SeekOut.

CategoryWeightFactorialSeekOutΔ rawΔ weighted
Article 11 Technical Documentation20%5235+17+3.4
Bias Audit Transparency18%2540-15-2.7
FRIA Support15%3525+10+1.5
Data Governance Disclosure15%5735+22+3.3
Human Oversight Design12%5845+13+1.6
Post-Market Monitoring12%4825+23+2.8
Customer Documentation8%6035+25+2.0
Total100%46 (F)34 (F)+12+11.8

§ 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.

CriterionWeightFactorialSeekOut
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%41Sources on the vendor's own domain11Sources on the vendor's own domain
Bias Audit Transparency18%31Sources on the vendor's own domain11—
FRIA Support15%41Sources on the vendor's own domain01—
Data Governance Disclosure15%41Audit reportSources on the vendor's own domain10Sources on the vendor's own domain
Human Oversight Design12%41Sources on the vendor's own domain10Sources on the vendor's own domain
Post-Market Monitoring12%41Sources on the vendor's own domain01—
Customer Documentation8%41Sources on the vendor's own domain10Sources on the vendor's own domain
All criteria100%277Audit reportSources on the vendor's own domain54Sources on the vendor's own domain

Factorial has 34 evidence rows across 7 of 7 criteria — 27 with a source URL, 7 documented absences; SeekOut has 9 evidence rows across 7 of 7 criteria — 5 with a source URL, 4 documented absences.

Provenance

The scores above are documented by 43 evidence rows on file for these two vendors: 34 for Factorial, across 3 distinct source domains, and 9 for SeekOut, across 1 distinct source domain.

Rubric
v1.0
Factorial last reviewed
September 25, 2026 · HireAIScore editorial team
SeekOut last reviewed
May 21, 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.