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CompareToloka vs Surge AI

Toloka vs Surge AI

A side-by-side look at pricing plans, free tiers, features, pros and cons, updated for 2026. Toloka starts at See pricing page and Surge AI starts at See pricing page. Check both pricing pages for current plans.

Toloka

Human expert data for AI agents and language models

Paid
Visit Toloka Details
Surge AI

Expert human data for training and evaluating language models

Paid
Visit Surge AI Details
VS

At a glance

Toloka
Surge AI

Best for

Human expert data for AI agents and language models
Expert human data for training and evaluating language models

Category

Data & analytics
Data & analytics

Pricing model

Paid
Paid

Starting price

See pricing page
See pricing page

Free plan

No
No

Made by

Toloka
Surge AI

Based in

–
United States

Rating

No ratings yet
No ratings yet

Key features

  • Expert data creation
  • Agent evaluation environments
  • Multilingual data
  • Red-teaming
  • Self-service labeling
  • RLHF data
  • Expert annotators
  • Benchmark creation
  • Red-teaming
  • Quality control platform
Toloka compared with Surge AI
FeatureTolokaSurge AI
Best forHuman expert data for AI agents and language modelsExpert human data for training and evaluating language models
CategoryData & analyticsData & analytics
Pricing modelPaidPaid
Starting priceSee pricing pageSee pricing page
Free planNoNo
Made byTolokaSurge AI
Based in–United States
RatingNo ratings yetNo ratings yet
Key features
  • Expert data creation
  • Agent evaluation environments
  • Multilingual data
  • Red-teaming
  • Self-service labeling
  • RLHF data
  • Expert annotators
  • Benchmark creation
  • Red-teaming
  • Quality control platform

Both offer: Red-teaming.

Pricing compared

Toloka starts at See pricing page and Surge AI starts at See pricing page. Check both pricing pages for current plans.

Toloka
Surge AI

Free plan

No
No

Cheapest paid plan

Not listed
Not listed

Top plan

–
–

Free trial

–
–

Plans

Paid. The plan breakdown isn't listed yet.
Toloka pricing

Plans

Paid. The plan breakdown isn't listed yet.
Surge AI pricing

Prices in USD, checked Oct 28, 2026 or later. Plans change often, so confirm on each tool's site before you buy.

Pros and cons

Toloka

  • Large multilingual workforce
  • Agent testing focus
  • Self-service option
  • Custom pricing
  • Less known than top rivals

Surge AI

  • Strong reputation for data quality
  • Skilled domain experts
  • Used by leading AI labs
  • Aimed at large customers
  • No self-serve plan

Which one should you choose?

Choose Toloka if you want:

  • Large multilingual workforce
  • Agent testing focus
  • Self-service option

Watch out: custom pricing.

Choose Surge AI if you want:

  • Strong reputation for data quality
  • Skilled domain experts
  • Used by leading AI labs

Watch out: aimed at large customers.

Toloka vs Surge AI FAQ

What is the difference between Toloka and Surge AI?

Toloka: Human expert data for AI agents and language models. Surge AI: Expert human data for training and evaluating language models. Both are data & analytics tools.

Is Toloka or Surge AI cheaper?

Toloka starts at See pricing page and Surge AI starts at See pricing page. Check both pricing pages for current plans.

Do Toloka and Surge AI have free plans?

Toloka: No. Surge AI: No.

Who makes Toloka?

Toloka is made by Toloka.

Who makes Surge AI?

Surge AI is made by Surge AI, based in United States.

Which should I choose, Toloka or Surge AI?

Choose Toloka if you value large multilingual workforce and agent testing focus. Choose Surge AI if you value strong reputation for data quality and skilled domain experts.

More comparisons

Toloka alternatives

  • Toloka vs Appen
  • Toloka vs Amplitude
  • Toloka vs Scale AI
  • Toloka vs Alteryx One
  • Toloka vs ThoughtSpot

Surge AI alternatives

  • Surge AI vs Appen
  • Surge AI vs Scale AI
  • Surge AI vs Snorkel AI
  • Surge AI vs Sieve
  • Surge AI vs Amplitude

Compare Toloka with another tool

First tool
Toloka
vs