Labelbox vs Surge: Pricing and Ratings Compared (2026)
Entry prices and free plans as read on each vendor's pricing page, and user ratings as published on review sites, for Labelbox and Surge side by side. This page compares data; it is not a hands-on review.
On the data: On the data below, Labelbox leads on higher user rating. We do not name an overall winner for this pair.
Short on time? Here's the quick answer
Based on published vendor pricing and features and on public review data, here's who should pick what:
Labelbox
The data factory for AI teams building at the frontier, from reinforcement learning to custom evaluations.
Best for you if:
- • You want enterprise data labeling
Surge
High-quality training data for AI and ML models
Best for you if:
- • You want trusted by top AI labs including OpenAI, Google, and Anthropic
| At a Glance | Labelbox | Surge |
|---|---|---|
Starts at | Free plan | Free plan, paid from $30/mo, billed monthly Pro plan |
Category | AI Data Labeling AI Agents | AI Data Labeling AI Agents |
Rating | 4.5/5 G2 4.5 48 reviews | 4.1/5 Trustpilot 3.8 · G2 4.4 348 reviews |
Free plan | Yes | Yes |
Choose Labelbox or Surge?
Choose Labelbox if
- You want enterprise data labeling
- You want good workflow
Choose Surge if
- You want trusted by top AI labs including OpenAI, Google, and Anthropic
- You want rigorously vetted annotators with domain expertise
In-Depth Analysis
Labelbox
The data factory for AI teams building at the frontier, from reinforcement learning to custom evaluations.
Labelbox's pricing structure is fair, offering a generous Free tier for individuals or small teams to get started.
Strengths
- Pro: Enterprise data labeling
- Pro: Good workflow
- Pro: Automation features
- Pro: Model-assisted
- Pro: Active development
Weaknesses
- Con: Expensive
- Con: Enterprise focus
- Con: Learning curve
- Con: Per-user pricing
- Con: Complex platform
Key features
Surge
High-quality training data for AI and ML models
The lack of transparent pricing means potential users cannot easily compare costs against competitors.
Strengths
- Pro: Trusted by top AI labs including OpenAI, Google, and Anthropic
- Pro: Rigorously vetted annotators with domain expertise
- Pro: Flat per-label pricing with no hidden setup fees
- Pro: Both self-service SDK and managed project options
- Pro: Research-backed benchmarks demonstrate deep AI expertise
Weaknesses
- Con: No public pricing, requires custom enterprise quotes
- Con: Not designed for small-scale or individual projects
- Con: No self-service signup for annotation services
- Con: Primarily focused on AI/ML companies, limited general use
Key features
Plans and prices: Labelbox vs Surge
| Tool | Plans and prices | Source |
|---|---|---|
| Labelbox |
| labelbox.com/pricing read Sep 30, 2026 |
| Surge |
| surge.sh/pricing read Nov 1, 2026 |
Prices as read on each vendor's own pricing page on the date shown. Plans are listed per tool and are not matched against the other tool's plans: a plan name or price in one column says nothing about the same row in the other. Details on Labelbox pricing and Surge pricing.
Key Takeaways
Labelbox
- Higher user rating: 4.5/5 vs 4.1/5
Surge
- Choose if you want high-quality training data for AI and ML models
What the data shows
On the data below, Labelbox leads on higher user rating. We do not name an overall winner for this pair.
- Labelbox has the higher user rating (4.5/5 from 48 reviews for Labelbox, 4.1/5 from 348 reviews for Surge).
- Surge starts at $30/mo, billed monthly; Labelbox has no public paid plan price on file.
- Both have a free plan.
Criteria: user rating (only above 20 reviews on both sides, gap of 0.2 or more), entry price (only on the same billing basis), free plan. How we rate
Frequently Asked Questions
How do Labelbox and Surge compare in 2026?
On the data below, Labelbox leads on higher user rating. We do not name an overall winner for this pair. Labelbox has the higher user rating (4.5/5 from 48 reviews for Labelbox, 4.1/5 from 348 reviews for Surge). Surge starts at $30/mo, billed monthly; Labelbox has no public paid plan price on file. Both have a free plan.
What are Labelbox and Surge used for?
Labelbox: The data factory for AI teams building at the frontier, from reinforcement learning to custom evaluations. Surge: High-quality training data for AI and ML models.
What does Labelbox cost vs Surge?
Labelbox has no public paid-plan price on file. Surge's cheapest paid plan is Pro at $30/mo, billed monthly; it also has a free plan. Prices read on the vendors' pricing pages, latest check Nov 1, 2026.
What's the main difference between Labelbox and Surge?
Labelbox's main strength: enterprise data labeling. Surge's main strength: trusted by top AI labs including OpenAI, Google, and Anthropic.