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Shaip vs Toloka: what each states about AI testing

Shaip states 3 product types and 6 services; Toloka states 2 product types and 2 services. They share 2 services.

Attribute by attribute comparison
AttributeShaipToloka
Company typeData and evaluation vendorev-shaip-24Data and evaluation vendorev-toloka-16
HQ country and citydiffersNew York, United Statesev-shaip-14ev-shaip-15Netherlandsev-toloka-08ev-toloka-09
Delivery locationsdiffersUnited Statesev-shaip-21ev-shaip-22Not published
AI product types stateddiffersLLM applications, AI agents and Voice AIev-shaip-03ev-shaip-04LLM applications and AI agentsev-toloka-03
Testing services stateddiffersLLM output evaluation, RAG pipeline validation, Prompt and model regression testing, Red teaming and adversarial testing, Bias and fairness audit and Conversational flow testingev-shaip-05ev-shaip-06ev-shaip-07ev-shaip-08ev-shaip-09ev-shaip-10LLM output evaluation and Red teaming and adversarial testingev-toloka-04ev-toloka-05ev-toloka-06
Engagement models stateddiffersManaged testing and Fixed-scope projectev-shaip-11ev-shaip-12One-time audit or assessmentev-toloka-07
Size bandNot publishedNot published
FoundedNot publishedNot published
CertificationsNot publishedNot published
Services stated by one and not the otherdiffersRAG pipeline validation, Prompt and model regression testing, Bias and fairness audit and Conversational flow testingNone
Product types stated by one and not the otherdiffersVoice AINone

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 Shaip and Toloka both state?

Both name LLM applications and AI agents on their AI testing pages.

Which testing services does only one of them state?

Shaip alone names RAG pipeline validation, prompt and model regression testing, bias and fairness audit and conversational flow testing. Toloka alone names no extra service.

Are there alternatives to Shaip 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.