HomeCompareCeipal vs softgarden

Side-by-side · Rubric v1.0

Ceipal vs softgarden

Export comparison (CSV)Pro→

§ The result

softgarden leads Ceipal on all 7 criteria.

Inside the ATS-integrated cohort, rubric v1.0 puts softgarden on 42 and Ceipal on 35, 7 points apart. softgarden is ahead of Ceipal on all 7 criteria but on none of them by as much as 20 raw points, the closest being Bias Audit Transparency at Ceipal 20 to softgarden 22. Article 11 Technical Documentation is the widest raw gap and the heaviest weighted swing at once (Ceipal 30, softgarden 42, 20% weight), but it accounts for only 33% of the weighted advantage softgarden holds across the 7 criteria on that side of the table.

§ The record

Ceipal and softgarden are both filed under ATS-integrated AI. They record no secondary category in common.

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

RecordCeipalsoftgarden
Price tierMidMid
HeadquartersUSDE
Founded20152001

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 20% weight · 33% of the movement so far

    Article 11 Technical Documentation

    Ceipal 30 · softgarden 42

    2.4 weighted points to softgarden

  2. 12% weight · 53% of the movement so far

    Human Oversight Design

    Ceipal 46 · softgarden 58

    1.4 weighted points to softgarden

  3. 15% weight · 69% of the movement so far

    Data Governance Disclosure

    Ceipal 46 · softgarden 54

    1.2 weighted points to softgarden

  4. 15% weight · 80% of the movement so far

    FRIA Support

    Ceipal 25 · softgarden 30

    0.8 weighted points to softgarden

  5. 12% weight · 90% of the movement so far

    Post-Market Monitoring

    Ceipal 38 · softgarden 44

    0.7 weighted points to softgarden

  6. 8% weight · 95% of the movement so far

    Customer Documentation

    Ceipal 53 · softgarden 58

    0.4 weighted points to softgarden

  7. 18% weight · 100% of the movement so far

    Bias Audit Transparency

    Ceipal 20 · softgarden 22

    0.4 weighted points to softgarden

Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -7.3 — the difference between the two totals before either is rounded. Shares are of 7.3 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 -7.3.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Ceipal minus softgarden.

CategoryWeightCeipalsoftgardenΔ rawΔ weighted
Article 11 Technical Documentation20%3042-12-2.4
Bias Audit Transparency18%2022-2-0.4
FRIA Support15%2530-5-0.8
Data Governance Disclosure15%4654-8-1.2
Human Oversight Design12%4658-12-1.4
Post-Market Monitoring12%3844-6-0.7
Customer Documentation8%5358-5-0.4
Total100%35 (F)42 (F)-7-7.3

§ 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.

CriterionWeightCeipalsoftgarden
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%21Sources on the vendor's own domain61Sources on the vendor's own domain
Bias Audit Transparency18%11—31Sources on the vendor's own domain
FRIA Support15%11Sources on the vendor's own domain31Sources on the vendor's own domain
Data Governance Disclosure15%21Sources on the vendor's own domain70Audit reportSources on the vendor's own domain
Human Oversight Design12%21Sources on the vendor's own domain50Sources on the vendor's own domain
Post-Market Monitoring12%21Sources on the vendor's own domain51Audit reportSources on the vendor's own domain
Customer Documentation8%31Sources on the vendor's own domain21Sources on the vendor's own domain
All criteria100%137Sources on the vendor's own domain315Audit reportSources on the vendor's own domain

Ceipal has 20 evidence rows across 7 of 7 criteria — 13 with a source URL, 7 documented absences; softgarden has 36 evidence rows across 7 of 7 criteria — 31 with a source URL, 5 documented absences.

Provenance

The scores above are documented by 56 evidence rows on file for these two vendors: 20 for Ceipal, across 1 distinct source domain, and 36 for softgarden, across 3 distinct source domains.

Rubric
v1.0
Ceipal last reviewed
July 17, 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.