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Eightfold AI vs Pin

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§ The result

Eightfold AI leads Pin on all 7 criteria.

The Sourcing cohort pairing of Eightfold AI and Pin comes out 64 (D) to 40 (F) under rubric v1.0, a 24-point lead for Eightfold AI. Eightfold AI takes all 7 criteria and Pin none of them; the nearest contest is Post-Market Monitoring, Eightfold AI 50 to Pin 45. The widest raw gap and the heaviest weighted swing fall on different criteria: Bias Audit Transparency (Eightfold AI 85, Pin 35) and Article 11 Technical Documentation at 20% (Eightfold AI 75, Pin 30), the second being 38% of the weighted advantage Eightfold AI holds across the 7 criteria on that side of the table.

§ The record

Eightfold AI and Pin are both filed under Candidate sourcing AI. They record no secondary category in common.

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

RecordEightfold AIPin
Price tierEnterpriseLow
HeadquartersUSUS
Founded20162024

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 20% weight · 38% of the movement so far

    Article 11 Technical Documentation

    Eightfold AI 75 · Pin 30

    9.0 weighted points to Eightfold AI

  2. 18% weight · 75% of the movement so far

    Bias Audit Transparency

    Eightfold AI 85 · Pin 35

    9.0 weighted points to Eightfold AI

  3. 15% weight · 85% of the movement so far

    FRIA Support

    Eightfold AI 45 · Pin 30

    2.3 weighted points to Eightfold AI

  4. 15% weight · 91% of the movement so far

    Data Governance Disclosure

    Eightfold AI 60 · Pin 50

    1.5 weighted points to Eightfold AI

  5. 12% weight · 96% of the movement so far

    Human Oversight Design

    Eightfold AI 60 · Pin 50

    1.2 weighted points to Eightfold AI

  6. 12% weight · 98% of the movement so far

    Post-Market Monitoring

    Eightfold AI 50 · Pin 45

    0.6 weighted points to Eightfold AI

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

    Customer Documentation

    Eightfold AI 60 · Pin 55

    0.4 weighted points to Eightfold AI

Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +23.9 — the difference between the two totals before either is rounded. Shares are of 23.9 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +24 beside that +23.9.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Eightfold AI minus Pin.

CategoryWeightEightfold AIPinΔ rawΔ weighted
Article 11 Technical Documentation20%7530+45+9.0
Bias Audit Transparency18%8535+50+9.0
FRIA Support15%4530+15+2.3
Data Governance Disclosure15%6050+10+1.5
Human Oversight Design12%6050+10+1.2
Post-Market Monitoring12%5045+5+0.6
Customer Documentation8%6055+5+0.4
Total100%64 (D)40 (F)+24+23.9

§ 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.

CriterionWeightEightfold AIPin
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%30Sources on the vendor's own domain31Sources on the vendor's own domain
Bias Audit Transparency18%30Audit reportSources on the vendor's own domainSources on a separate domain31Audit reportSources on the vendor's own domain
FRIA Support15%21Sources on the vendor's own domain31Sources on the vendor's own domain
Data Governance Disclosure15%10—70Sources on the vendor's own domain
Human Oversight Design12%10—60Sources on the vendor's own domain
Post-Market Monitoring12%11—51Sources on the vendor's own domain
Customer Documentation8%20Sources on the vendor's own domain51Sources on the vendor's own domain
All criteria100%132Audit reportSources on the vendor's own domainSources on a separate domain325Audit reportSources on the vendor's own domain

Eightfold AI has 15 evidence rows across 7 of 7 criteria — 13 with a source URL, 2 documented absences; Pin has 37 evidence rows across 7 of 7 criteria — 32 with a source URL, 5 documented absences; some documentation or audit rows for Eightfold AI sit on a domain separate from the vendor's own site.

Provenance

The scores above are documented by 52 evidence rows on file for these two vendors: 15 for Eightfold AI, across 2 distinct source domains, and 37 for Pin, across 1 distinct source domain.

Rubric
v1.0
Eightfold AI last reviewed
May 21, 2026 · HireAIScore editorial team
Pin last reviewed
September 25, 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.