monday.com vs Toloka
Relationship
monday campaigns and Tendem do comparable work on marketing content; both also serve buyers who need to draft and edit written content; 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.
3 of 6 capabilities — Shares agent orchestration, marketing content and workflow automation.
Ludbee capability tags · from the product recordsShared product type — Both ship platform.
Ludbee product recordsAligned comparison
Capability overlap
Shared · 3
Not verified for Toloka · 3
Recorded for monday.com. Toloka’s product records say nothing either way — a missing record is not a missing capability.
Not verified for monday.com · 8
Recorded for Toloka. monday.com’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
monday.com
Platform
Board-based platform for running projects and processes, with AI agents that draft, categorise and route items.
Toloka
Platform
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.
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
monday.com sells these in a stack layer with no product recorded for Toloka yet — nothing on the other side to compare them against.
Application
Sales CRM for pipelines, contacts and deal activity, with AI that drafts outreach and summarises accounts.
AI meeting assistant that joins calls, transcribes, and automatically updates monday CRM with decisions, action items and owners.
AI-powered email marketing product for building, launching and optimizing personalized campaigns, powered by live CRM data.
Manage software development with AI-assisted sprint planning, roadmaps and workflows.
Service desk for ticket intake and routing, with AI agents that triage and answer requests.
AI assistant that analyzes workspace context and carries out work tasks on request.
Toloka sells these in a stack layer with no product recorded for monday.com yet — nothing on the other side to compare them against.
AI 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.
Data 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.
Human-in-the-loop data programs -- demonstrations, annotation and evaluation -- for training robotics and physical AI systems.
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.