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Eightfold AI vs softgarden

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§ The result

Eightfold AI leads softgarden on all 7 criteria.

Under rubric v1.0, Eightfold AI (Sourcing) opens a 22-point lead on softgarden (ATS-integrated), 64 (D) to 42 (F). Of the 7 criteria softgarden wins none, and the narrowest lead Eightfold AI holds is on Human Oversight Design, Eightfold AI 60 to softgarden 58. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — Eightfold AI 85, softgarden 22 — and at an 18% weight it carries 51% of the weighted advantage Eightfold AI holds across the 7 criteria on that side of the table.

§ The record

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

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

RecordEightfold AIsoftgarden
Price tierEnterpriseMid
HeadquartersUSDE
Founded20162001

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 18% weight · 51% of the movement so far

    Bias Audit Transparency

    Eightfold AI 85 · softgarden 22

    11.3 weighted points to Eightfold AI

  2. 20% weight · 81% of the movement so far

    Article 11 Technical Documentation

    Eightfold AI 75 · softgarden 42

    6.6 weighted points to Eightfold AI

  3. 15% weight · 91% of the movement so far

    FRIA Support

    Eightfold AI 45 · softgarden 30

    2.3 weighted points to Eightfold AI

  4. 15% weight · 95% of the movement so far

    Data Governance Disclosure

    Eightfold AI 60 · softgarden 54

    0.9 weighted points to Eightfold AI

  5. 12% weight · 98% of the movement so far

    Post-Market Monitoring

    Eightfold AI 50 · softgarden 44

    0.7 weighted points to Eightfold AI

  6. 12% weight · 99% of the movement so far

    Human Oversight Design

    Eightfold AI 60 · softgarden 58

    0.2 weighted points to Eightfold AI

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

    Customer Documentation

    Eightfold AI 60 · softgarden 58

    0.2 weighted points to Eightfold AI

Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +22.2 — the difference between the two totals before either is rounded. Shares are of 22.2 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +22 beside that +22.2.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Eightfold AI minus softgarden.

CategoryWeightEightfold AIsoftgardenΔ rawΔ weighted
Article 11 Technical Documentation20%7542+33+6.6
Bias Audit Transparency18%8522+63+11.3
FRIA Support15%4530+15+2.3
Data Governance Disclosure15%6054+6+0.9
Human Oversight Design12%6058+2+0.2
Post-Market Monitoring12%5044+6+0.7
Customer Documentation8%6058+2+0.2
Total100%64 (D)42 (F)+22+22.2

§ 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.

CriterionWeightEightfold AIsoftgarden
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%30Sources on the vendor's own domain61Sources on the vendor's own domain
Bias Audit Transparency18%30Audit reportSources on the vendor's own domainSources on a separate domain31Sources 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—70Audit reportSources on the vendor's own domain
Human Oversight Design12%10—50Sources on the vendor's own domain
Post-Market Monitoring12%11—51Audit reportSources on the vendor's own domain
Customer Documentation8%20Sources on the vendor's own domain21Sources on the vendor's own domain
All criteria100%132Audit reportSources on the vendor's own domainSources on a separate domain315Audit 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; softgarden has 36 evidence rows across 7 of 7 criteria — 31 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 51 evidence rows on file for these two vendors: 15 for Eightfold AI, across 2 distinct source domains, and 36 for softgarden, across 3 distinct source domains.

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