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Alva Labs vs Sova Assessment

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§ The result

Alva Labs leads Sova Assessment by 13 points.

Alva Labs sits 13 points above Sova Assessment under rubric v1.0, 61 (D) against 48 (F), with both filed under Assessment. Alva Labs leads 6 of the 7 criteria, including Article 11 Technical Documentation, while Sova Assessment leads 1, including FRIA Support. Article 11 Technical Documentation is the widest raw gap and the heaviest weighted swing at once (Alva Labs 78, Sova Assessment 55, 20% weight), but it accounts for only 34% of the weighted advantage Alva Labs holds across the 6 criteria on that side of the table.

§ The record

Alva Labs and Sova Assessment are both filed under Assessment AI. They also share 1 secondary category: Screening.

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

RecordAlva LabsSova Assessment
Price tierMidHigh
HeadquartersSEGB
Founded20172015

§ 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

    Alva Labs 78 · Sova Assessment 55

    4.6 weighted points to Alva Labs

  2. 18% weight · 60% of the movement so far

    Bias Audit Transparency

    Alva Labs 58 · Sova Assessment 38

    3.6 weighted points to Alva Labs

  3. 15% weight · 77% of the movement so far

    Data Governance Disclosure

    Alva Labs 68 · Sova Assessment 52

    2.4 weighted points to Alva Labs

  4. 12% weight · 87% of the movement so far

    Post-Market Monitoring

    Alva Labs 52 · Sova Assessment 40

    1.4 weighted points to Alva Labs

  5. 12% weight · 94% of the movement so far

    Human Oversight Design

    Alva Labs 63 · Sova Assessment 55

    1.0 weighted points to Alva Labs

  6. 8% weight · 98% of the movement so far

    Customer Documentation

    Alva Labs 68 · Sova Assessment 62

    0.5 weighted points to Alva Labs

  7. 15% weight · 100% of the movement so far

    FRIA Support

    Alva Labs 38 · Sova Assessment 40

    0.3 weighted points to Sova Assessment

Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +13.2 — the difference between the two totals before either is rounded. Shares are of 13.8 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +13 beside that +13.2.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Alva Labs minus Sova Assessment.

CategoryWeightAlva LabsSova AssessmentΔ rawΔ weighted
Article 11 Technical Documentation20%7855+23+4.6
Bias Audit Transparency18%5838+20+3.6
FRIA Support15%3840-2-0.3
Data Governance Disclosure15%6852+16+2.4
Human Oversight Design12%6355+8+1.0
Post-Market Monitoring12%5240+12+1.4
Customer Documentation8%6862+6+0.5
Total100%61 (D)48 (F)+13+13.2

§ 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.

CriterionWeightAlva LabsSova Assessment
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%51Sources on the vendor's own domain31Sources on the vendor's own domain
Bias Audit Transparency18%41Audit reportSources on the vendor's own domainSources on a separate domain42Sources on the vendor's own domain
FRIA Support15%21Sources on the vendor's own domain21Sources on the vendor's own domain
Data Governance Disclosure15%41Sources on the vendor's own domain41Audit reportSources on the vendor's own domainSources on a separate domain
Human Oversight Design12%41Sources on the vendor's own domain51Sources on the vendor's own domain
Post-Market Monitoring12%41Sources on the vendor's own domain41Sources on the vendor's own domainSources on a separate domain
Customer Documentation8%51Sources on the vendor's own domain61Sources on the vendor's own domainSources on a separate domain
All criteria100%287Audit reportSources on the vendor's own domainSources on a separate domain288Audit reportSources on the vendor's own domainSources on a separate domain

Alva Labs has 35 evidence rows across 7 of 7 criteria — 28 with a source URL, 7 documented absences; Sova Assessment has 34 evidence rows across 7 of 7 criteria — 28 with a source URL, 8 documented absences; some documentation or audit rows for Alva Labs and Sova Assessment sit on a domain separate from the vendor's own site.

Provenance

The scores above are documented by 69 evidence rows on file for these two vendors: 35 for Alva Labs, across 2 distinct source domains, and 34 for Sova Assessment, across 3 distinct source domains.

Rubric
v1.0
Alva Labs last reviewed
August 2, 2026 · HireAIScore editorial team
Sova Assessment last reviewed
August 2, 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.