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CVAT vs Scale AI: Which Data Labeling Is Better in 2026?

Compare pricing, features, integrations, verified reviews, AI capabilities, security, and customer satisfaction, side by side, with no marketing spin.

Leads 3/9
Rating
,
Reviews
0
From
$23/mo

in Data Labeling

Rating
,
Reviews
0
From
Custom

in Data Labeling

The Short Answer

CVAT vs Scale AI, in 15 seconds

Choose CVAT if…

  • You want the lower entry price
  • You need a genuinely free plan

Choose Scale AI if…

  • You depend on a broad integration ecosystem
  • You want deeper AI and automation features

Head-to-Head Scorecard

How CVAT and Scale AI score

CVAT leads on 3 of 9 measured dimensions.

  • Customer Rating

    Average score from verified user reviews

    Even
    CVAT
    No reviews
    Scale
    No reviews
  • Review Volume

    Number of verified reviews, a proxy for adoption

    Even
    CVAT
    0
    Scale
    0
  • Entry Pricing

    Lowest published starting price (free plan = lowest)

    CVAT
    CVAT
    $23/mo
    Scale
    Custom
  • Free Access

    Availability of a free plan and/or free trial

    CVAT
    CVAT
    Free plan
    Scale
    Paid only
  • Integrations

    Number of listed third-party integrations

    Scale AI
    CVAT
    3
    Scale
    4
  • Features

    Number of listed product capabilities

    Even
    CVAT
    6
    Scale
    6
  • AI Features

    Capabilities mentioning AI, automation or ML

    Scale AI
    CVAT
    1
    Scale
    3
  • Security & Compliance

    Number of listed compliance certifications

    Even
    CVAT
    3
    Scale
    3
  • Platforms & Deployment

    Supported platforms and deployment options

    CVAT
    CVAT
    5
    Scale
    3

Feature Comparison

CVAT vs Scale AI feature breakdown

Search or filter the full feature matrix, core features, AI, integrations, APIs, security and compliance.

CVAT
Scale AI
Overview
User rating
,
,
Pricing model
FREEMIUM
QUOTE_BASED
Starting price
$23/mo
Custom
Free version
Free trial
Features
Key capabilities
Multi-format annotationVideo object tracking3D point cloud labelingAI-assisted labelingQuality controlExport formats
Data EngineData labeling and annotationAI evaluation and benchmarkingAgentic AI for enterpriseGenAI platformPhysical AI
AI features
AI-assisted labeling
AI evaluation and benchmarkingAgentic AI for enterprisePhysical AI
Integrations & API
Integrations
Hugging FaceUltralyticsSAM 2
AWS S3Google Cloud StorageAzure Blob StorageHugging Face
Public API
Platforms
Deployment
CloudSelf-hosted
Cloud
Platforms
WebAPILinux
WebAPI
Mobile support
Security & Compliance
Compliance
GDPRCCPAEU AI Act
SOC 2ISO 27001GDPR
Vendor
Company
,
,
Verified
Founded
2017
2016
Headquarters
,
San Francisco, California, USA

Pricing Comparison

CVAT vs Scale AI pricing

Entry pricing, plan tiers and the cost factors that shape total cost of ownership.

CVAT

$23/mo to start
FreeFree
  • Limited features
  • 1 GB storage
  • 100 AI API calls per month
Solo$33/month
  • Personal use
  • $23 per month billed yearly
Team$33/month
  • Per user
  • $23 per user billed yearly
  • Collaboration and analytics
Enterprise$12,000/year
  • Starts at $12,000 per year
  • SSO and role-based access

Scale AI

Custom to start
EnterpriseCustom
  • Custom agreements
  • Data Engine and evaluation
  • GenAI platform

Total cost of ownership factors

Free planCVAT Scale
Free trial to evaluateCVAT Scale
Transparent published pricingCVAT Scale
Public API (build vs. buy add-ons)CVAT Scale

Beyond list price, factor in implementation, training, add-ons and per-seat scaling when estimating total cost of ownership.

Pros & Cons

CVAT vs Scale AI: strengths and trade-offs

CVAT

Pros

  • Free plan available
  • Compliance: GDPR, CCPA, EU AI Act
  • Public API available

Cons

  • Fewer native integrations than the alternative

Scale AI

Pros

  • Broad integration ecosystem (4)
  • Compliance: SOC 2, ISO 27001, GDPR
  • Stronger AI / automation features
  • Public API available

Cons

  • No free plan
  • No free trial
  • Pricing is quote-based (less transparent)

Buyer Fit

Who should use CVAT vs Scale AI?

Startups

CVAT

CVAT keeps early-stage costs lowest with its entry tier.

Small businesses

CVAT

CVAT offers the most accessible pricing for lean teams.

Agencies

Scale AI

Scale AI connects to more tools for multi-client workflows.

Enterprises

Either

Either leads on compliance and breadth for complex needs.

Ecommerce

Scale AI

Scale AI integrates with more of the commerce stack.

SaaS companies

Scale AI

Scale AI is the more developer- and automation-friendly choice.

Integration overlap

Shared integrations (1)

Hugging Face

Only in CVAT (2)

UltralyticsSAM 2

Only in Scale AI (3)

AWS S3Google Cloud StorageAzure Blob Storage

Keep Exploring

Other alternatives worth considering

Similar data labeling products buyers compare alongside CVAT and Scale AI.

Ask SIA which solution fits your business

SIA, Saaskart's AI buying assistant, weighs CVAT and Scale AI against your team size, budget, integrations and compliance needs, then recommends the right fit and the questions to ask each vendor.

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CVAT vs Scale AI, Frequently Asked Questions

What is the difference between CVAT and Scale AI?

CVAT and Scale AI are both Data Labeling solutions. CVAT is rated 0.0/5 by 0 users, while Scale AI is rated 0.0/5 by 0 users. The main differences lie in pricing, features, and target audience.

Which is better, CVAT or Scale AI?

Based on user ratings, CVAT scores higher at 0.0/5. The best choice depends on your team size, budget, and specific requirements.

Which is cheaper, CVAT or Scale AI?

CVAT is the more affordable option, starting at $23/month.

Does CVAT or Scale AI have a free plan?

CVAT offers a free plan. Scale AI does not have a free tier but offers paid plans.

Can I switch from CVAT to Scale AI?

Switching between CVAT and Scale AI is possible. Both support data export. Check integration compatibility and plan for data migration to minimise disruption to your team.

Who should use CVAT vs Scale AI?

CVAT is best suited for teams that prioritise enterprise features. Scale AI works well for teams needing advanced capabilities.

Our Verdict

The bottom line on CVAT vs Scale AI

Best Overall

Either

It's a tie balances user satisfaction and proven adoption.

Best for Startups

CVAT

CVAT has the friendliest entry point for new teams.

Best for Enterprise

Either

It's a tie leads on compliance and feature breadth.

Best Value

CVAT

CVAT delivers the lowest cost to get started.

Best AI Features

Scale AI

Scale AI ships more AI and automation.

Highest Rated

Either

Both earn equal user ratings.

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