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Testlify vs Workstream

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§ The result

Testlify leads Workstream by 6 points.

Testlify scores 45 and Workstream 39 under rubric v1.0, a 6-point gap across the Assessment and Screening cohorts. Workstream takes 1 of the 7 criteria, Human Oversight Design among them, against 6 for Testlify, whose share includes Article 11 Technical Documentation. Even Article 11 Technical Documentation, the widest raw gap and the heaviest weighted swing (Testlify 52, Workstream 40, 20% weight), is only 32% of the weighted advantage Testlify builds across the 6 criteria it leads.

§ The record

Testlify is filed under Assessment AI, Workstream under Screening AI. They also share 1 secondary category: Video interview.

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

RecordTestlifyWorkstream
Price tierLowMid
HeadquartersUSUS
Founded20222017

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 20% weight · 29% of the movement so far

    Article 11 Technical Documentation

    Testlify 52 · Workstream 40

    2.4 weighted points to Testlify

  2. 18% weight · 51% of the movement so far

    Bias Audit Transparency

    Testlify 30 · Workstream 20

    1.8 weighted points to Testlify

  3. 15% weight · 66% of the movement so far

    Data Governance Disclosure

    Testlify 55 · Workstream 47

    1.2 weighted points to Testlify

  4. 15% weight · 77% of the movement so far

    FRIA Support

    Testlify 33 · Workstream 27

    0.9 weighted points to Testlify

  5. 12% weight · 87% of the movement so far

    Post-Market Monitoring

    Testlify 42 · Workstream 35

    0.8 weighted points to Testlify

  6. 12% weight · 96% of the movement so far

    Human Oversight Design

    Testlify 55 · Workstream 61

    0.7 weighted points to Workstream

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

    Customer Documentation

    Testlify 60 · Workstream 56

    0.3 weighted points to Testlify

Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +6.7 — the difference between the two totals before either is rounded. Shares are of 8.2 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +6 beside that +6.7.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Testlify minus Workstream.

CategoryWeightTestlifyWorkstreamΔ rawΔ weighted
Article 11 Technical Documentation20%5240+12+2.4
Bias Audit Transparency18%3020+10+1.8
FRIA Support15%3327+6+0.9
Data Governance Disclosure15%5547+8+1.2
Human Oversight Design12%5561-6-0.7
Post-Market Monitoring12%4235+7+0.8
Customer Documentation8%6056+4+0.3
Total100%45 (F)39 (F)+6+6.7

§ 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.

CriterionWeightTestlifyWorkstream
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%41Sources on the vendor's own domain31Sources on the vendor's own domain
Bias Audit Transparency18%31Sources on the vendor's own domain51Sources on the vendor's own domain
FRIA Support15%21Sources on the vendor's own domain21Sources on the vendor's own domain
Data Governance Disclosure15%60Audit reportSources on the vendor's own domain41Sources on the vendor's own domain
Human Oversight Design12%60Sources on the vendor's own domain70Sources on the vendor's own domain
Post-Market Monitoring12%51Sources on the vendor's own domain31Sources on the vendor's own domainSources on a separate domain
Customer Documentation8%51Sources on the vendor's own domain41Sources on the vendor's own domain
All criteria100%315Audit reportSources on the vendor's own domain286Sources on the vendor's own domainSources on a separate domain

Testlify has 36 evidence rows across 7 of 7 criteria — 31 with a source URL, 5 documented absences; Workstream has 34 evidence rows across 7 of 7 criteria — 28 with a source URL, 6 documented absences; some documentation or audit rows for Workstream sit on a domain separate from the vendor's own site.

Provenance

The scores above are documented by 70 evidence rows on file for these two vendors: 36 for Testlify, across 1 distinct source domain, and 34 for Workstream, across 2 distinct source domains.

Rubric
v1.0
Testlify last reviewed
September 25, 2026 · HireAIScore editorial team
Workstream 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.