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Alva Labs vs Talview

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§ The result

Alva Labs leads Talview on all 7 criteria.

Alva Labs finishes 19 points clear of Talview under rubric v1.0 — 61 (D) against 42 (F) — across the Assessment and Video interview cohorts. Alva Labs leads every one of the 7 criteria and 4 of them by 20 raw points or more, Article 11 Technical Documentation among them; Talview leads none. Article 11 Technical Documentation is the widest raw gap and the heaviest weighted swing at once (Alva Labs 78, Talview 50, 20% weight), but it accounts for only 30% of the weighted advantage Alva Labs holds across the 7 criteria on that side of the table.

§ The record

Alva Labs is filed under Assessment AI, Talview under Video interview 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 LabsTalview
Price tierMidEnterprise
HeadquartersSEUS
Founded20172012

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 20% weight · 30% of the movement so far

    Article 11 Technical Documentation

    Alva Labs 78 · Talview 50

    5.6 weighted points to Alva Labs

  2. 18% weight · 49% of the movement so far

    Bias Audit Transparency

    Alva Labs 58 · Talview 38

    3.6 weighted points to Alva Labs

  3. 15% weight · 65% of the movement so far

    Data Governance Disclosure

    Alva Labs 68 · Talview 48

    3.0 weighted points to Alva Labs

  4. 12% weight · 78% of the movement so far

    Post-Market Monitoring

    Alva Labs 52 · Talview 32

    2.4 weighted points to Alva Labs

  5. 15% weight · 88% of the movement so far

    FRIA Support

    Alva Labs 38 · Talview 25

    1.9 weighted points to Alva Labs

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

    Customer Documentation

    Alva Labs 68 · Talview 52

    1.3 weighted points to Alva Labs

  7. 12% weight · 100% of the movement so far

    Human Oversight Design

    Alva Labs 63 · Talview 55

    1.0 weighted points to Alva Labs

Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +18.8 — the difference between the two totals before either is rounded. Shares are of 18.8 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +19 beside that +18.8.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Alva Labs minus Talview.

CategoryWeightAlva LabsTalviewΔ rawΔ weighted
Article 11 Technical Documentation20%7850+28+5.6
Bias Audit Transparency18%5838+20+3.6
FRIA Support15%3825+13+1.9
Data Governance Disclosure15%6848+20+3.0
Human Oversight Design12%6355+8+1.0
Post-Market Monitoring12%5232+20+2.4
Customer Documentation8%6852+16+1.3
Total100%61 (D)42 (F)+19+18.8

§ 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 LabsTalview
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%51Sources on the vendor's own domain11Sources on the vendor's own domain
Bias Audit Transparency18%41Audit reportSources on the vendor's own domainSources on a separate domain11
FRIA Support15%21Sources on the vendor's own domain01
Data Governance Disclosure15%41Sources on the vendor's own domain31Sources on the vendor's own domain
Human Oversight Design12%41Sources on the vendor's own domain20Sources on the vendor's own domain
Post-Market Monitoring12%41Sources on the vendor's own domain11Sources on the vendor's own domain
Customer Documentation8%51Sources on the vendor's own domain31Sources on the vendor's own domain
All criteria100%287Audit reportSources on the vendor's own domainSources on a separate domain116Sources on the vendor's own domain

Alva Labs has 35 evidence rows across 7 of 7 criteria — 28 with a source URL, 7 documented absences; Talview has 17 evidence rows across 7 of 7 criteria — 11 with a source URL, 6 documented absences; some documentation or audit rows for Alva Labs sit on a domain separate from the vendor's own site.

Provenance

The scores above are documented by 52 evidence rows on file for these two vendors: 35 for Alva Labs, across 2 distinct source domains, and 17 for Talview, across 1 distinct source domain.

Rubric
v1.0
Alva Labs last reviewed
August 2, 2026 · HireAIScore editorial team
Talview last reviewed
June 7, 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.