vioscaleAI
Comparison

Amazon SageMaker Ground Truth vs CVAT

On the evidence we track, Amazon SageMaker Ground Truth leads this comparison with a composite score of 75/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Amazon SageMaker Ground Truth full profile →CVAT full profile →
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★Amazon SageMaker Ground Truth75
CVAT47
Score
vioscaleAI score
Amazon SageMaker Ground Truth75 / 100medium · 71%
CVAT47 / 100low · 34%
Pricing
Free tier
Amazon SageMaker Ground Truth✓
CVAT✓
Model
Amazon SageMaker Ground Truthfreemium
CVATfreemium
Price level
Amazon SageMaker Ground Truthlow
CVATlow
Transparent
Amazon SageMaker Ground Truth✓
CVAT✗
Integrations
Count
Amazon SageMaker Ground Truth15
CVAT4
Security
Certifications
Amazon SageMaker Ground TruthPCI-DSS, HIPAA/HITECH, FedRAMP, FIPS 140-3
CVAT–
Disclosure policy
Amazon SageMaker Ground Truth✓
CVAT–
Fedramp
Amazon SageMaker Ground Truth✓
CVAT–
Gdpr
Amazon SageMaker Ground Truth✓
CVAT✓
Hipaa
Amazon SageMaker Ground Truth✓
CVAT–
Iso27001
Amazon SageMaker Ground Truth✓
CVAT–
Pci
Amazon SageMaker Ground Truth✓
CVAT–
Soc2
Amazon SageMaker Ground Truth✓
CVAT–
Trust center
Amazon SageMaker Ground Truthhttps://aws.amazon.com/security/?nc1=f_cc
CVAT–
Market
Availability
Content
Faq
Amazon SageMaker Ground Truth6 items
CVAT7 items

Capabilities

Feature-by-feature on the axes that matter for data labeling. “-” means undocumented, not absent.

Capabilities
Model assisted labeling
Amazon SageMaker Ground Truth✓
CVAT✓
Programmatic labeling
Amazon SageMaker Ground Truth-
CVAT✓
Rlhf preference data
Amazon SageMaker Ground Truth-
CVAT-
On prem private cloud
Amazon SageMaker Ground Truth✗
CVAT✓
Open source
Amazon SageMaker Ground Truth✗
CVAT✓
SOC2
Amazon SageMaker Ground Truth-
CVAT-

What each one is

The product in its own terms, so the numbers below have context.

Amazon SageMaker Ground Truth

Leader

A machine learning service that enables organizations to improve generative AI model performance by incorporating human feedback throughout the model lifecycle. It helps transform generic AI models into production-ready solutions optimized for specific business requirements through collaborative fine-tuning, testing, and expert support.

Independently observed

CVAT

A data annotation tool for preparing high-quality visual datasets for computer vision AI. Available as a managed cloud service, self-hosted enterprise deployment, or free open-source software, with AI-assisted labeling and team collaboration features.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Amazon SageMaker Ground Truth

Leader
Usage-basedFree tier

Pay-as-you-go model with no minimum commitment or upfront fees. Free tier included for most components. Amazon Q Developer charged at fixed rate per user/month. SageMaker Catalog charges per GB, API requests, and compute units after free allotment.

  • SageMaker AI - Pay-as-you-goFree
    • Instance usage for training and hosting
    • Storage (EBS volumes, S3)
    • Data processing jobs
    • Model deployment
    • MLOps via SageMaker Pipelines and Model Monitor
  • Amazon Q DeveloperFixed cost per user per month
    • Code generation and testing
    • Security scanning
    • Resource optimization
    • Data integration support
    • Natural language query support
  • SageMaker CatalogFree
    • Metadata storage and management
    • API requests for data access
    • Automatic asset ingestion from data sources
    • Scheduled synchronization
    • AI-generated business descriptions
as of verify ↗

CVAT

SubscriptionFree tier

Free tier available for CVAT Online; paid Solo and Team plans for additional features

  • FreeFree
  • Solo-
  • Team-
as of verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
Amazon SageMaker Ground Truth✓
CVAT✓
CLI
Amazon SageMaker Ground Truth✓
CVAT✓
Deployment
Cloud / SaaS
Amazon SageMaker Ground Truth✓
CVAT✓
Self-hosted
Amazon SageMaker Ground Truth✗
CVAT✓
On-premise
Amazon SageMaker Ground Truth✗
CVAT✓
Hybrid
Amazon SageMaker Ground Truth✗
CVAT✓
Air-gapped
Amazon SageMaker Ground Truth✗
CVAT✓

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

In common (1)
  • Amazon S3

Amazon SageMaker Ground Truth

Leader
15 total - 14 not shared
  • Amazon Redshift
  • AWS Glue
  • Amazon Athena
  • Amazon EMR
  • Amazon MWAA
  • JupyterLab
  • Amazon Bedrock
  • SageMaker Pipelines
  • SageMaker Model Monitor
  • SageMaker Feature Store
  • SageMaker Data Wrangler
  • Amazon Q
  • CloudWatch
  • CloudTrail
Independently observed

CVAT

16 total - 15 not shared
  • Roboflow
  • Backblaze B2
  • AWS S3
  • Microsoft Azure
  • Google Cloud Storage
  • Grafana
  • SAM 2
  • SAM 3
  • Nuclio
  • COCO
  • YOLO
  • Pascal VOC
  • KITTI
  • MOT
  • Google Cloud
Independently observed
Still deciding?

Amazon SageMaker Ground Truth or CVAT: which one depends on you

A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.

Free to run, no account needed to start. How the evaluation works

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.