Toloka vs Z.ai (Zhipu AI)
Relationship
Tendem and Zhipu Qingyan do comparable work on code generation and translation; 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.
6 of 11 capabilities — Shares agent orchestration, code generation, data analysis and 3 more.
Ludbee capability tags · from the product recordsShared product type — Both ship AI agent.
Ludbee product recordsAligned comparison
Capability overlap
Shared · 6
Not verified for Z.ai (Zhipu AI) · 5
Recorded for Toloka. Z.ai (Zhipu AI)’s product records say nothing either way — a missing record is not a missing capability.
Not verified for Toloka · 7
Recorded for Z.ai (Zhipu AI). Toloka’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
Toloka
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.
Z.ai (Zhipu AI)
AI agent
Locally installed AI agent application with 50+ preconfigured skills that performs document generation, data analysis, browser automation and messaging-app collaboration, running on Windows, macOS, iOS and Android and defaulting to the GLM-5.3 model.
No counterpart
Toloka sells these in a stack layer with no product recorded for Z.ai (Zhipu AI) yet — nothing on the other side to compare them against.
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.
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.
Z.ai (Zhipu AI) sells these in a stack layer with no product recorded for Toloka yet — nothing on the other side to compare them against.
Application
AI research assistant built on Zhipu's GLM models that performs academic and scholar search, AI-assisted paper reading, literature-review generation with citations, and scholarly question answering.
Deep-research assistant that searches and scrapes source websites to produce structured research reports and can emit the result as a slide deck or web page, with browser automation and video summarisation.
Zhipu's Chinese-market consumer AI assistant and agent built on the GLM model family, covering dialogue, writing, coding, translation and multimodal input.
Developer tool
Flat-rate monthly subscription providing GLM model access inside third-party coding agents and IDEs such as Claude Code, Codex, Cline, OpenCode, Cursor and Windsurf, billed separately from Z.ai's per-token API.