DeepSeek vs Toloka
Relationship
DeepSeek and Tendem do comparable work on code generation; both also serve buyers who need to code with an AI assistant and draft and edit written content; Toloka's scale not recorded; ships AI agent, data service and 1 more rather than the same layer.
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, code generation and text generation.
Ludbee capability tags · from the product recordsDifferent layer — Toloka ships AI agent, data service and 1 more, not the same layer.
Ludbee product recordsAligned comparison
Capability overlap
Shared · 3
Not verified for Toloka · 3
Recorded for DeepSeek. Toloka’s product records say nothing either way — a missing record is not a missing capability.
Not verified for DeepSeek · 8
Recorded for Toloka. DeepSeek’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
DeepSeek
No shared stack layer with the other side.
Toloka
No shared stack layer with the other side.
No counterpart
DeepSeek sells these in a stack layer with no product recorded for Toloka yet — nothing on the other side to compare them against.
Application
Assistant app for chat, reasoning and code questions, built on DeepSeek's own models.
Developer tool
Open-source framework for building agents from composable plugins, distributed under the MIT license as a developer-preview initiative (install via `npx @deepseek-ai/dsh web` or clone from GitHub).
Model API
Toloka sells these in a stack layer with no product recorded for DeepSeek 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.
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.