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HighMatch vs Thomas International

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§ The result

Thomas International leads HighMatch by 5 points.

Thomas International finishes 5 points ahead of HighMatch under rubric v1.0, 48 to 43, both scored as Assessment entries. Thomas International leads 5 of the 7 criteria, including Bias Audit Transparency, while HighMatch leads 1, including Human Oversight Design, and 1 is level. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — HighMatch 30, Thomas International 43 — and at an 18% weight it carries 43% of the weighted advantage Thomas International holds across the 5 criteria on that side of the table.

§ The record

HighMatch and Thomas International are both filed under Assessment AI. They also share 1 secondary category: Screening.

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

RecordHighMatchThomas International
Price tierMidMid
HeadquartersUSGB
Founded20051981

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 18% weight · 36% of the movement so far

    Bias Audit Transparency

    HighMatch 30 · Thomas International 43

    2.3 weighted points to Thomas International

  2. 20% weight · 63% of the movement so far

    Article 11 Technical Documentation

    HighMatch 45 · Thomas International 54

    1.8 weighted points to Thomas International

  3. 12% weight · 79% of the movement so far

    Human Oversight Design

    HighMatch 60 · Thomas International 51

    1.1 weighted points to HighMatch

  4. 15% weight · 91% of the movement so far

    Data Governance Disclosure

    HighMatch 52 · Thomas International 57

    0.8 weighted points to Thomas International

  5. 15% weight · 98% of the movement so far

    FRIA Support

    HighMatch 30 · Thomas International 33

    0.4 weighted points to Thomas International

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

    Customer Documentation

    HighMatch 58 · Thomas International 60

    0.2 weighted points to Thomas International

Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to -4.4 — the difference between the two totals before either is rounded. Shares are of 6.6 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -5 beside that -4.4.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is HighMatch minus Thomas International.

CategoryWeightHighMatchThomas InternationalΔ rawΔ weighted
Article 11 Technical Documentation20%4554-9-1.8
Bias Audit Transparency18%3043-13-2.3
FRIA Support15%3033-3-0.4
Data Governance Disclosure15%5257-5-0.8
Human Oversight Design12%6051+9+1.1
Post-Market Monitoring12%4040--
Customer Documentation8%5860-2-0.2
Total100%43 (F)48 (F)-5-4.4

§ 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.

CriterionWeightHighMatchThomas International
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%60Sources on the vendor's own domain21Sources on the vendor's own domain
Bias Audit Transparency18%41Sources on the vendor's own domain11Sources on the vendor's own domain
FRIA Support15%31Sources on the vendor's own domain11Sources on the vendor's own domain
Data Governance Disclosure15%50Audit reportSources on the vendor's own domain30Sources on the vendor's own domain
Human Oversight Design12%60Sources on the vendor's own domain11Sources on the vendor's own domain
Post-Market Monitoring12%31Audit reportSources on the vendor's own domainSources on a separate domain11Sources on the vendor's own domain
Customer Documentation8%41Sources on the vendor's own domain21Sources on the vendor's own domain
All criteria100%314Audit reportSources on the vendor's own domainSources on a separate domain116Sources on the vendor's own domain

HighMatch has 35 evidence rows across 7 of 7 criteria — 31 with a source URL, 4 documented absences; Thomas International has 17 evidence rows across 7 of 7 criteria — 11 with a source URL, 6 documented absences; some documentation or audit rows for HighMatch 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 HighMatch, across 2 distinct source domains, and 17 for Thomas International, across 1 distinct source domain.

Rubric
v1.0
HighMatch last reviewed
September 25, 2026 · HireAIScore editorial team
Thomas International last reviewed
July 17, 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.