Skip to main content
Saaskart

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.

CVAT
CVAT
Leads 6/9
Rating
—
Reviews
0
From
Free

in Data Labeling

Scale AI
Scale AI
Rating
—
Reviews
0
From
Custom

in Data Labeling

Jump to scorecard Ask SIA

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
  • You depend on a broad integration ecosystem
  • You have strict security & compliance needs

Choose Scale AI if…

  • You want deeper AI and automation features

Head-to-Head Scorecard

How CVAT and Scale AI score

CVAT leads on 6 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
    Free
    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

    CVAT
    CVAT
    3
    Scale
    0

  • Features

    Number of listed product capabilities

    CVAT
    CVAT
    8
    Scale
    6

  • AI Features

    Capabilities mentioning AI, automation or ML

    Scale AI
    CVAT
    1
    Scale
    3

  • Security & Compliance

    Number of listed compliance certifications

    CVAT
    CVAT
    3
    Scale
    —

  • Platforms & Deployment

    Supported platforms and deployment options

    CVAT
    CVAT
    5
    Scale
    4

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
Custom Quote
Starting price
Free
Custom
Free version
Free trial
Features
Key capabilities
Multi-format annotation (boxes, polygons, masks, keypoints)Video object tracking3D point cloud labelingAI-assisted labeling (SAM 2, Ultralytics, Hugging Face)Quality control (validation & consensus)Export in 20+ formats (COCO, YOLO, KITTI)+2
Data Engine for model trainingData labeling & annotation at scaleAgentic AI for enterprise automationAI evaluation & benchmarkingGenAI platform deploymentPhysical AI for robotics
AI features
AI-assisted labeling (SAM 2, Ultralytics, Hugging Face)
Agentic AI for enterprise automationAI evaluation & benchmarkingPhysical AI for robotics
Integrations & API
Integrations
SAM 2UltralyticsHugging Face
—
Public API
Platforms
Deployment
CloudSelf-HostedOpen Source
CloudSaaS
Platforms
WebAPI
WebAPI
Mobile support
Security & Compliance
Compliance
GDPRCCPAEU AI Act
—
Vendor
Company
—
—
Verified
Founded
—
2016
Headquarters
—
—

Pricing Comparison

CVAT vs Scale AI pricing

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

CVAT

Free to start
FreeFree
  • Core annotation tools
  • Open-source self-hosting
  • Community support
TeamCustom
  • Cloud collaboration
  • AI-assisted labeling
  • Quality control
EnterpriseCustom
  • On-prem deployment
  • SSO & audit logging
  • Managed annotation services

Scale AI

Custom to start
EnterpriseCustom
  • Data Engine & annotation
  • Agentic AI & GenAI deployment
  • Model evaluation & benchmarking
  • Dedicated support

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
  • Broad integration ecosystem (3)
  • Compliance: GDPR, CCPA, EU AI Act
  • Public API available

Cons

    Scale AI

    Pros

    • Stronger AI / automation features
    • Public API available

    Cons

    • No free plan
    • No free trial
    • Pricing is quote-based (less transparent)
    • Fewer native integrations than the alternative
    • No compliance certifications listed

    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

    CVAT

    CVAT connects to more tools for multi-client workflows.

    Enterprises

    CVAT

    CVAT leads on compliance and breadth for complex needs.

    Ecommerce

    CVAT

    CVAT integrates with more of the commerce stack.

    SaaS companies

    Scale AI

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

    Integration overlap

    Only in CVAT (3)

    SAM 2UltralyticsHugging Face

    Only in Scale AI (0)

    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.

    Get a personalised recommendation

    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 with a free plan available.

    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

    CVAT

    CVAT 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.

    Ready to decide between CVAT and Scale AI?

    Visit CVAT Visit Scale AI Ask SIA
    Compare more alternatives →

    Get a recommendation

    Not sure which to choose?

    Tell us your requirements and our advisors will help you compare and shortlist the best-fit options — free and unbiased.

    • A real human, fast

      Someone on our team replies within one business day — no bots, no ticket queue.

    • Routed to the right team

      Buying, selling, partnering, or investing — you reach the people who can actually help.

    • Independent & unbiased

      No pushy sales. Just honest guidance grounded in the ecosystem.

    • Tailored to your context

      Tell us what you need and we shape the next steps around it.

    Replies within 1 business day No spam, ever Free to reach out
    1. 1You
    2. 2Details
    3. 3Contact

    Who are you? Pick the option that fits best.