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Innodata vs Toloka: what each states about AI testing

Innodata states 2 product types and 4 services; Toloka states 2 product types and 2 services. They share 2 services.

Attribute by attribute comparison
AttributeInnodataToloka
Company typeData and evaluation vendorev-innodata-12Data and evaluation vendorev-toloka-16
HQ country and citydiffersRidgefield Park, United Statesev-innodata-06ev-innodata-07Netherlandsev-toloka-08ev-toloka-09
Delivery locationsNot publishedNot published
AI product types stateddiffersLLM applications and Generative mediaev-innodata-02LLM applications and AI agentsev-toloka-03
Testing services stateddiffersRed teaming and adversarial testing, AI security penetration testing, Bias and fairness audit and LLM output evaluationev-innodata-03LLM output evaluation and Red teaming and adversarial testingev-toloka-04ev-toloka-05ev-toloka-06
Engagement models stateddiffersOne-time audit or assessment and Retainer or subscriptionev-innodata-04One-time audit or assessmentev-toloka-07
Size bandNot publishedNot published
FoundedNot publishedNot published
CertificationsNot publishedNot published
Services stated by one and not the otherdiffersAI security penetration testing and Bias and fairness auditNone
Product types stated by one and not the otherdiffersGenerative mediaAI 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 Innodata and Toloka both state?

Both name LLM applications on their AI testing pages.

Which testing services does only one of them state?

Innodata alone names AI security penetration testing and bias and fairness audit. Toloka alone names no extra service.

Are there alternatives to Innodata 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.