Freshworks vs Toloka
Relationship
Freddy AI Agent and Tendem do comparable work on translation; 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 12 capabilities — Shares agent orchestration, code generation, data analysis and 3 more.
Ludbee capability tags · from the product recordsShared product type — Both ship AI agent and platform.
Ludbee product recordsAligned comparison
Capability overlap
Shared · 6
Not verified for Toloka · 6
Recorded for Freshworks. Toloka’s product records say nothing either way — a missing record is not a missing capability.
Not verified for Freshworks · 5
Recorded for Toloka. Freshworks’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
Freshworks
AI agent
A no-code autonomous AI agent that resolves customer and employee queries across email, webchat, WhatsApp and social channels in 60+ languages and takes real-time backend actions such as refunds, order updates and booking changes.
Platform
The umbrella AI platform embedded across the Freshworks suites, under which Freshworks ships and separately meters its named products - Freddy AI Agent, Freddy AI Copilot, Freddy AI Insights and Freddy AI Agent Studio.
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.
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
Freshworks sells these in a stack layer with no product recorded for Toloka yet — nothing on the other side to compare them against.
Application
An AI assistant for human support agents that drafts and rephrases replies, summarizes conversations, translates in 60+ languages, surfaces resolutions from historical tickets, and flags sentiment for prioritization.
An AI analytics product for support and service leaders that detects anomalies in service metrics, raises proactive alerts, runs built-in root cause analysis, and answers questions about performance through a conversational interface.
Agent platform
A no-code studio for building, deploying, governing and improving custom AI agents that run against Freshservice data, connecting to the CMDB, service catalog and knowledge sources and deploying to the portal, Microsoft Teams and Slack in 40+ languages.
Developer tool
A Visual Studio Code extension that generates Freshworks app code from natural language, converts Figma designs or images into HTML and CSS, performs AI-assisted migrations to newer platform versions, and explains, refactors and security-checks existing code.
Toloka sells these in a stack layer with no product recorded for Freshworks yet — nothing on the other side to compare them against.
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.