How does Parse measure this comparison?

Parse reads answers from AI assistants and records every claim that compares the two brands, then groups those claims by the need they speak to. This page is based on 5 claims collected between Mar 31, 2026 and Aug 13, 2026. It is a reading of what AI says, not a review by Parse.

Brands
Scale
vs Toloka

Scalevs Toloka

Scale vs Toloka, according to AI

Which one AI picks, and when.

Data as of Aug 13, 2026 · Based on 5 AI claims comparing the two · See how Parse measures this

Head to head

The two are furthest apart on authority, where Scale leads by 20 points.

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What AI Says About Scale vs Toloka | Parse

Brands
Scale
vs Toloka

Scalevs Toloka

Scale vs Toloka, according to AI

Which one AI picks, and when.

Data as of Aug 13, 2026 · Based on 5 AI claims comparing the two · See how Parse measures this

Head to head

The two are furthest apart on authority, where Scale leads by 20 points.

Scale and Toloka compared on the Parse Score and its three pillars
Measure	Scale	Toloka
Parse Score	87

Scale and Toloka compared on the Parse Score and its three pillars
Measure	Scale	Toloka
Parse Score	87

Strength	69	50

Reach	72	63

Authority (widest gap)	71	51

What AI says about Scale

Data Annotation Platforms and Services · #8

What AI says about Toloka

RLHF Data Collection & Training Platforms · #4

Compare your brand against Scale or Toloka. Free check, no account.

What buyers actually ask

We are implementing "continuous alignment." Who offers Reinforcement Learning from Human Feedback (RLHF) services?
The problem is, managing our remote labeling workforce is difficult. What is the best data labeling platform with built-in workforce management?
Which platform is the best for reinforcement learning from human feedback (RLHF) to align our custom language models?

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Questions

How does Parse measure this comparison?: Parse reads answers from AI assistants and records every claim that compares the two brands, then groups those claims by the need they speak to. This page is based on 5 claims collected between Mar 31, 2026 and Aug 13, 2026. It is a reading of what AI says, not a review by Parse.

Track this comparison

Weekly insights tell you how often AI recommends each brand, and which prompts and sources explain the result.

Track this comparison

We are implementing "continuous alignment." Who offers Reinforcement Learning from Human Feedback (RLHF) services?
The problem is, managing our remote labeling workforce is difficult. What is the best data labeling platform with built-in workforce management?
Which platform is the best for reinforcement learning from human feedback (RLHF) to align our custom language models?

LabelboxvsScale
ScalevsSuperAnnotate
AppenvsScale
LabelboxvsToloka
EncordvsScale
CVATvsScale

How does Parse measure this comparison?: Parse reads answers from AI assistants and records every claim that compares the two brands, then groups those claims by the need they speak to. This page is based on 5 claims collected between Mar 31, 2026 and Aug 13, 2026. It is a reading of what AI says, not a review by Parse.