Snowflake vs Toloka

Snowflake — Infrastructure · Public · $116B mkt cap · 4 of 4 figures sourced  |  Toloka — Infrastructure · Private · 1 of 1 figure sourced

Relationship

Snowflake CoCo and Tendem do comparable work on code generation; both also serve buyers who need to code with an AI assistant; Toloka's scale not recorded.

Assembled from the recorded fields for this pair, not hand-checked. The comparison below is read from each company’s own profile.

5 of 10 capabilitiesShared product type

5 of 10 capabilities — Shares agent orchestration, code generation, data analysis and 2 more.

Ludbee capability tags · from the product records

Shared product type — Both ship AI agent and platform.

Ludbee product records

Aligned comparison

FieldSnowflakeToloka
Size$116B mkt capnot disclosed
Employees9,060—
Founded20122014 2 yrs later
StatusPublicPrivate
CategoryInfrastructureInfrastructure match
Stack layerAI agent, API service, PlatformAI agent, Data service, Platform
HeadquartersBozeman, USAAmsterdam, Netherlands

Capability overlap

Shared · 5

Agent orchestrationCode generationData analysisText generationWorkflow automation

Not verified for Toloka · 5

Agentic codingDocument extractionModel inferenceKnowledge retrievalVector search

Recorded for Snowflake. Toloka’s product records say nothing either way — a missing record is not a missing capability.

Not verified for Snowflake · 6

Data labellingEvaluation and observabilityGuardrails and safetyMarketing contentModel trainingTranslation

Recorded for Toloka. Snowflake’s product records say nothing either way — a missing record is not a missing capability.

Products, side by side

Algorithmic pairing — assembled from recorded fields, not hand-checked

Snowflake

AI agent

Snowflake CoCoAI agent

A data-native autonomous coding agent, rebranded from Cortex Code, that turns natural-language requests into pipelines, analytics, models, apps and agents from a desktop app, CLI or Snowsight.

Snowflake CoWorkAI agent

An enterprise AI work agent, rebranded from Snowflake Intelligence, letting knowledge workers question enterprise data and act across connected tools such as Slack, Gmail and Salesforce.

Platform

Snowflake AI Data CloudPlatform

Managed data platform for storing, querying and governing data, with model and agent features running next to it.

Snowflake Cortex AIPlatform

Set of model, search and agent features that run inside Snowflake against data already in the account.

Toloka

AI agent

TendemAI agent

A hybrid AI-plus-human agent that takes a delegated task - research, data analysis, copywriting, design or development - has AI do the first pass, then routes it to one of 10,000+ vetted experts for verification and multi-layer QA, returning results in 2-24 hours.

Platform

Toloka ArenaPlatform

An independent evaluation platform that ranks frontier LLMs on agentic tool-use tasks using private, non-contaminated benchmarks across industry domains, scored on a pass^5 reliability metric, with the underlying RL Gyms and evaluation datasets available to license.

Toloka TrainPlatform

A self-serve service that lowers per-request inference cost through two tools - fine-tuning LoRA adapters on frozen Qwen3 base models to replace a frontier API on a narrow task, and prompt gisting that compresses long instruction prefixes into learned tokens.

No counterpart

Snowflake sells these in a stack layer with no product recorded for Toloka yet — nothing on the other side to compare them against.

API service

Cortex AgentsAPI service

A REST API that orchestrates Cortex Analyst, Cortex Search and custom tools in a single reasoning loop for building enterprise AI agents.

Cortex AnalystAPI service

A Cortex API that converts natural-language questions into governed SQL against a semantic model for self-service analytics.

Cortex SearchAPI service

A managed hybrid vector-and-keyword retrieval service for building RAG applications over Snowflake-hosted structured and unstructured data.

Document AIAPI service

A Cortex document-processing service, built on Snowflake's Arctic-TILT model, that extracts structured data from PDFs and other unstructured documents.

Toloka sells these in a stack layer with no product recorded for Snowflake yet — nothing on the other side to compare them against.

Data service

Off-the-shelf DatasetsData service

Toloka's catalogue of ready-made training datasets sold outright — three named at the time of writing (Tau-bench Dataset Extension, University-level Math Reasoning, Multimodal Conversations) — as distinct from the custom data work its Platform sells.

Toloka Physical AIData service

Human-in-the-loop data programs -- demonstrations, annotation and evaluation -- for training robotics and physical AI systems.

Toloka PlatformData service

A self-serve platform where an AI agent turns a described data goal into a full human-annotation pipeline - RLHF and preference data, data collection, instruction tuning, model evaluation, synthetic-data validation and content-moderation QA - with LLM-based quality checks on the output.