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CVAT vs Segments.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 Segments.ai, in 15 seconds

Choose CVAT if…

  • You want the lower entry price
  • You need a genuinely free plan
  • You want deeper AI and automation features

Choose Segments.ai if…

  • You want to trial before paying
  • You depend on a broad integration ecosystem

Head-to-Head Scorecard

How CVAT and Segments.ai score

CVAT leads on 3 of 9 measured dimensions.

  • Customer Rating

    Average score from verified user reviews

    Even
    CVAT
    No reviews
    Segments.ai
    No reviews
  • Review Volume

    Number of verified reviews, a proxy for adoption

    Even
    CVAT
    0
    Segments.ai
    0
  • Entry Pricing

    Lowest published starting price (free plan = lowest)

    CVAT
    CVAT
    $23/mo
    Segments.ai
    Custom
  • Free Access

    Availability of a free plan and/or free trial

    Even
    CVAT
    Free plan
    Segments.ai
    Free trial
  • Integrations

    Number of listed third-party integrations

    Segments.ai
    CVAT
    3
    Segments.ai
    6
  • Features

    Number of listed product capabilities

    Even
    CVAT
    6
    Segments.ai
    6
  • AI Features

    Capabilities mentioning AI, automation or ML

    CVAT
    CVAT
    1
    Segments.ai
    ,
  • Security & Compliance

    Number of listed compliance certifications

    Even
    CVAT
    3
    Segments.ai
    3
  • Platforms & Deployment

    Supported platforms and deployment options

    CVAT
    CVAT
    5
    Segments.ai
    4

Feature Comparison

CVAT vs Segments.ai feature breakdown

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

CVAT
Segments.ai
Overview
User rating
,
,
Pricing model
FREEMIUM
Subscription
Starting price
$23/mo
Custom
Free version
Free trial
Features
Key capabilities
Multi-format annotationVideo object tracking3D point cloud labelingAI-assisted labelingQuality controlExport formats
3D point cloud labelingImage segmentationSensor fusion labelingModel-assisted labelingQuality assurance workflowsWorkforce management
AI features
AI-assisted labeling
,
Integrations & API
Integrations
Hugging FaceUltralyticsSAM 2
AWS S3Google Cloud StorageAzure BlobHugging FacePythonREST APIs
Public API
Platforms
Deployment
CloudSelf-hosted
CloudSaaS
Platforms
WebAPILinux
WebAPI
Mobile support
Security & Compliance
Compliance
GDPRCCPAEU AI Act
SOC 2ISO 27001GDPR
Vendor
Company
,
,
Verified
Founded
2017
2020
Headquarters
,
Leuven, Belgium

Pricing Comparison

CVAT vs Segments.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

Segments.ai

Custom to start
ProCustom
  • Image segmentation
  • Integrations
  • Email support
  • Higher usage limits
EnterpriseCustom
  • Dedicated support
  • Everything in Pro
  • Model-assisted labeling
  • SSO and admin controls

Total cost of ownership factors

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

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

Pros & Cons

CVAT vs Segments.ai: strengths and trade-offs

CVAT

Pros

  • Free plan available
  • Compliance: GDPR, CCPA, EU AI Act
  • Stronger AI / automation features
  • Public API available

Cons

  • Fewer native integrations than the alternative

Segments.ai

Pros

  • Free trial offered
  • Broad integration ecosystem (6)
  • Compliance: SOC 2, ISO 27001, GDPR
  • Public API available

Cons

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

Buyer Fit

Who should use CVAT vs Segments.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

Segments.ai

Segments.ai connects to more tools for multi-client workflows.

Enterprises

Either

Either leads on compliance and breadth for complex needs.

Ecommerce

Segments.ai

Segments.ai integrates with more of the commerce stack.

SaaS companies

CVAT

CVAT is the more developer- and automation-friendly choice.

Integration overlap

Shared integrations (1)

Hugging Face

Only in CVAT (2)

UltralyticsSAM 2

Only in Segments.ai (5)

AWS S3Google Cloud StorageAzure BlobPythonREST APIs

Keep Exploring

Other alternatives worth considering

Similar data labeling products buyers compare alongside CVAT and Segments.ai.

Ask SIA which solution fits your business

SIA, Saaskart's AI buying assistant, weighs CVAT and Segments.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 Segments.ai, Frequently Asked Questions

What is the difference between CVAT and Segments.ai?

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

Which is better, CVAT or Segments.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 Segments.ai?

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

Does CVAT or Segments.ai have a free plan?

CVAT offers a free plan. Segments.ai does not have a free tier but does offer a free trial.

Can I switch from CVAT to Segments.ai?

Switching between CVAT and Segments.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 Segments.ai?

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

Our Verdict

The bottom line on CVAT vs Segments.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

CVAT

CVAT ships more AI and automation.

Highest Rated

Either

Both earn equal user ratings.

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