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Ceipal vs CoderPad

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§ The result

CoderPad leads Ceipal on 6 of the 7 criteria.

Under rubric v1.0, CoderPad, filed under Assessment, finishes on 42 and Ceipal, filed under ATS-integrated, on 35, 7 points apart. Ceipal is ahead on none of the 7 criteria: CoderPad takes 6, the remaining criterion is level, and the nearest of those 6 is FRIA Support, Ceipal 25 to CoderPad 28. Article 11 Technical Documentation is both the widest raw gap and the heaviest weighted swing — Ceipal 30, CoderPad 45 — and at a 20% weight it carries 42% of the weighted advantage CoderPad holds across the 6 criteria on that side of the table.

§ The record

Ceipal is filed under ATS-integrated AI, CoderPad under Assessment AI. They record no secondary category in common.

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

RecordCeipalCoderPad
Price tierMidMid
HeadquartersUSUS
Founded20152013

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 20% weight · 42% of the movement so far

    Article 11 Technical Documentation

    Ceipal 30 · CoderPad 45

    3.0 weighted points to CoderPad

  2. 12% weight · 61% of the movement so far

    Human Oversight Design

    Ceipal 46 · CoderPad 57

    1.3 weighted points to CoderPad

  3. 15% weight · 78% of the movement so far

    Data Governance Disclosure

    Ceipal 46 · CoderPad 54

    1.2 weighted points to CoderPad

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

    Post-Market Monitoring

    Ceipal 38 · CoderPad 44

    0.7 weighted points to CoderPad

  5. 15% weight · 94% of the movement so far

    FRIA Support

    Ceipal 25 · CoderPad 28

    0.4 weighted points to CoderPad

  6. 8% weight · 100% of the movement so far

    Customer Documentation

    Ceipal 53 · CoderPad 58

    0.4 weighted points to CoderPad

Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to -7.1 — the difference between the two totals before either is rounded. Shares are of 7.1 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 -7.1.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Ceipal minus CoderPad.

CategoryWeightCeipalCoderPadΔ rawΔ weighted
Article 11 Technical Documentation20%3045-15-3.0
Bias Audit Transparency18%2020--
FRIA Support15%2528-3-0.4
Data Governance Disclosure15%4654-8-1.2
Human Oversight Design12%4657-11-1.3
Post-Market Monitoring12%3844-6-0.7
Customer Documentation8%5358-5-0.4
Total100%35 (F)42 (F)-7-7.1

§ 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.

CriterionWeightCeipalCoderPad
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%21Sources on the vendor's own domain41Sources on the vendor's own domain
Bias Audit Transparency18%11—61Sources 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 domain51Sources on the vendor's own domain
Human Oversight Design12%21Sources on the vendor's own domain60Sources on the vendor's own domain
Post-Market Monitoring12%21Sources on the vendor's own domain41Sources on the vendor's own domainSources on a separate domain
Customer Documentation8%31Sources on the vendor's own domain41Sources on the vendor's own domain
All criteria100%137Sources on the vendor's own domain326Sources on the vendor's own domainSources on a separate domain

Ceipal has 20 evidence rows across 7 of 7 criteria — 13 with a source URL, 7 documented absences; CoderPad has 38 evidence rows across 7 of 7 criteria — 32 with a source URL, 6 documented absences; some documentation or audit rows for CoderPad sit on a domain separate from the vendor's own site.

Provenance

The scores above are documented by 58 evidence rows on file for these two vendors: 20 for Ceipal, across 1 distinct source domain, and 38 for CoderPad, across 2 distinct source domains.

Rubric
v1.0
Ceipal last reviewed
July 17, 2026 · HireAIScore editorial team
CoderPad 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.