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Digital Divide Data vs Toloka: what each states about AI testing

Digital Divide Data states 2 product types and 3 services; Toloka states 2 product types and 2 services. They share 1 service.

Attribute by attribute comparison
AttributeDigital Divide DataToloka
Company typeData and evaluation vendorev-digital-divide-data-18Data and evaluation vendorev-toloka-16
HQ country and citydiffersNew York, United Statesev-digital-divide-data-10ev-digital-divide-data-11Netherlandsev-toloka-08ev-toloka-09
Delivery locationsNot publishedNot published
AI product types stateddiffersLLM applications and Voice AIev-digital-divide-data-02ev-digital-divide-data-03LLM applications and AI agentsev-toloka-03
Testing services stateddiffersLLM output evaluation, Bias and fairness audit and Production monitoring and drift testingev-digital-divide-data-04ev-digital-divide-data-05ev-digital-divide-data-06LLM output evaluation and Red teaming and adversarial testingev-toloka-04ev-toloka-05ev-toloka-06
Engagement models stateddiffersOne-time audit or assessment and Managed testingev-digital-divide-data-07ev-digital-divide-data-08One-time audit or assessmentev-toloka-07
Size bandNot publishedNot published
FoundedNot publishedNot published
CertificationsNot publishedNot published
Services stated by one and not the otherdiffersBias and fairness audit and Production monitoring and drift testingRed teaming and adversarial testing
Product types stated by one and not the otherdiffersVoice AIAI agents

Columns are in alphabetical order. Rows marked "differs" have different values. Evidence markers link to the source rows on each entry page. Checked 2026-11-09 and 2026-11-09.

Questions

Which AI product types do Digital Divide Data and Toloka both state?

Both name LLM applications on their AI testing pages.

Which testing services does only one of them state?

Digital Divide Data alone names bias and fairness audit and production monitoring and drift testing. Toloka alone names red teaming and adversarial testing.

Are there alternatives to Digital Divide Data and Toloka?

The data and evaluation vendor page lists every published entry of the same type, ordered by coverage score. The score counts stated coverage and confirmed figures; it does not say which vendor fits a project.

This page compares published statements. It does not rate either company.