Invisible Technologies vs Toloka

Invisible Technologies — Application · Private · $144M raised · 2 of 2 figures sourced  |  Toloka — Infrastructure · Private · 1 of 1 figure sourced

Relationship

Invisible AI Training and Off-the-shelf Datasets do comparable work on data labelling; both also serve buyers who need to train or fine-tune a model; 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.

6 of 6 capabilitiesShared product type

6 of 6 capabilities — Shares agent orchestration, data analysis, data labelling and 3 more.

Ludbee capability tags · from the product records

Shared product type — Both ship data service and platform.

Ludbee product records

Aligned comparison

FieldInvisible TechnologiesToloka
Size$144M raisednot disclosed
Employees——
Founded20152014 1 yrs earlier
StatusPrivatePrivate match
CategoryApplicationInfrastructure
Stack layerAgent platform, Data service, PlatformAI agent, Data service, Platform
HeadquartersSan Francisco, USAAmsterdam, Netherlands

Capability overlap

Shared · 6

Agent orchestrationData analysisData labellingEvaluation and observabilityGuardrails and safetyWorkflow automation

Not verified for Invisible Technologies · 5

Code generationMarketing contentModel trainingText generationTranslation

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

Invisible Technologies has no capability Toloka lacks, among the 6 recorded here.

Products, side by side

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

Invisible Technologies

Platform

SynapsePlatform

Evaluates AI systems for quality, safety and accuracy against criteria a customer defines.

Data service

Invisible AI TrainingData service

Recruits and manages experts who produce training data, evaluations and reinforcement-learning environments for AI labs.

MeridialData service

Network of 24,000+ vetted domain experts, continuously screened and organized by skill, language and domain expertise, for AI data labeling, testing and edge-case handling.

NeuronData service

Data platform that pulls messy, scattered data from across a company's systems into one governed place, automatically cleaning and organizing it into an AI-ready foundation.

Toloka

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.

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.

No counterpart

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

Agent platform

AtomicAgent platform

Documents and automates manual business workflows: maps how work actually gets done, then runs every step automatically, routing to the right AI system or person and enforcing quality checks.

AxonAgent platform

Deploys agents that carry out multi-step work with tool use and an audit trail.

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

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.