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TigerLabel vs CVAT

Get enterprise features without the DevOps overhead. Managed service, AI assistance, and professional support beyond open source.

Why Teams Upgrade from CVAT

Enterprise features and managed service without the open-source complexity

Managed Service

No infrastructure to manage, no updates to install. TigerLabel handles everything while CVAT requires DevOps expertise and constant maintenance.

Superior AI Assistance

Built-in SAM 2, GPT-4 Vision, and one-click AI models. CVAT requires complex setup and integration work for AI features.

Enterprise Support & SLAs

Dedicated support team, guaranteed uptime, and professional services. CVAT offers community support only - no SLAs or guarantees.

Quality & Workforce Management

Advanced quality tools, managed workforce, and performance analytics. CVAT has basic features requiring custom development.

Open Source vs. Enterprise Managed

The true cost of managing open-source infrastructure

CVAT (Open Source)

  • Requires DevOps team to deploy and maintain
  • No built-in AI assistance or pre-labeling
  • Basic quality management features
  • Community support only, no SLAs
  • Manual updates and security patches
  • No managed workforce options

TigerLabel (Enterprise)

  • Fully managed SaaS, no infrastructure needed
  • Advanced AI pre-labeling out of the box
  • Enterprise quality management & workflows
  • Dedicated support with guaranteed SLAs
  • Automatic updates and security patches
  • Access to vetted managed workforce

Feature Comparison

Service Model

Feature
TigerLabel
CVAT
Managed SaaS platform
Self-hosted option
No infrastructure management
Automatic updates
High availability & SLA
Disaster recovery

AI & Automation

Feature
TigerLabel
CVAT
SAM 2 auto-segmentation
GPT-4 Vision integration
Custom model pre-labeling
Active learning
Quality prediction ML
One-click AI models

Quality Management

Feature
TigerLabel
CVAT
Multi-stage review workflows
Consensus mechanisms
Gold standard tests
Real-time quality metrics
Automated quality gates
Quality scoring

Workforce & Collaboration

Feature
TigerLabel
CVAT
Internal team management
Managed workforce access
Skill-based task routing
Performance analytics
Labeler training tools
Real-time collaboration

Enterprise Features

Feature
TigerLabel
CVAT
Dedicated support team
SLA guarantees
SOC 2 Type II certified
HIPAA compliance
Professional services
Training programs

Data Types

Feature
TigerLabel
CVAT
Image & video annotation
Text & NLP
Audio annotation
3D point clouds
Medical imaging (DICOM)
Multimodal data

TigerLabel is Perfect For

Teams that need enterprise features without DevOps complexity

Enterprise Teams

Need support, SLAs, and compliance without DevOps overhead

Fast-Moving Teams

Want to start labeling today, not after months of setup

AI-First Teams

Require cutting-edge AI assistance without integration work

Regulated Industries

Need SOC 2, HIPAA, and other compliance certifications

Quality-Focused Teams

Require advanced quality management and analytics

Scaling Teams

Need access to managed workforce for rapid scaling

We spent 3 months trying to get CVAT deployed and integrated with AI models. It was a DevOps nightmare. Switching to TigerLabel, we were up and running in 30 minutes with better AI assistance than we could have ever built ourselves. The managed workforce was the cherry on top.
Emily Zhang
ML Engineering Lead, VisionTech
30min
Setup time
0
DevOps needed
80%
Time savings
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