CVAT vs V7: 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.
The Short Answer
CVAT vs V7, 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 V7 if…
- You prefer V7's approach and ecosystem
Head-to-Head Scorecard
How CVAT and V7 score
CVAT leads on 5 of 9 measured dimensions.
- Even
Customer Rating
Average score from verified user reviews
CVATNo reviewsV7No reviews - Even
Review Volume
Number of verified reviews — a proxy for adoption
CVAT0V70 - CVAT
Entry Pricing
Lowest published starting price (free plan = lowest)
CVATFreeV7Custom - CVAT
Free Access
Availability of a free plan and/or free trial
CVATFree planV7Paid only - CVAT
Integrations
Number of listed third-party integrations
CVAT3V70 - Even
Features
Number of listed product capabilities
CVAT8V78 - Even
AI Features
Capabilities mentioning AI, automation or ML
CVAT1V71 - CVAT
Security & Compliance
Number of listed compliance certifications
CVAT3V7— - CVAT
Platforms & Deployment
Supported platforms and deployment options
CVAT5V74
Feature Comparison
CVAT vs V7 feature breakdown
Search or filter the full feature matrix — core features, AI, integrations, APIs, security and compliance.
CVAT
V7Pricing Comparison
CVAT vs V7 pricing
Entry pricing, plan tiers and the cost factors that shape total cost of ownership.
CVAT
Free to start- Core annotation tools
- Open-source self-hosting
- Community support
- Cloud collaboration
- AI-assisted labeling
- Quality control
- On-prem deployment
- SSO & audit logging
- Managed annotation services
V7
Custom to start- Due diligence & CIM automation
- Custom workflow agents
- Source-traceable outputs
- API & integrations
Total cost of ownership factors
Beyond list price, factor in implementation, training, add-ons and per-seat scaling when estimating total cost of ownership.
Pros & Cons
CVAT vs V7: strengths and trade-offs
CVAT
Pros
- Free plan available
- Broad integration ecosystem (3)
- Compliance: GDPR, CCPA, EU AI Act
- Public API available
Cons
V7
Pros
- 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 V7?
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
Either
Either is the more developer- and automation-friendly choice.
Integration overlap
Only in CVAT (3)
Only in V7 (0)
Ask SIA which solution fits your business
SIA, Saaskart's AI buying assistant, weighs CVAT and V7 against your team size, budget, integrations and compliance needs — then recommends the right fit and the questions to ask each vendor.
Get a personalised recommendationCVAT vs V7 — Frequently Asked Questions
What is the difference between CVAT and V7?
CVAT and V7 are both Data Labeling solutions. CVAT is rated 0.0/5 by 0 users, while V7 is rated 0.0/5 by 0 users. The main differences lie in pricing, features, and target audience.
Which is better, CVAT or V7?
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 V7?
CVAT is the more affordable option with a free plan available.
Does CVAT or V7 have a free plan?
CVAT offers a free plan. V7 does not have a free tier but offers paid plans.
Can I switch from CVAT to V7?
Switching between CVAT and V7 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 V7?
CVAT is best suited for teams that prioritise enterprise features. V7 works well for teams needing advanced capabilities.
Our Verdict
The bottom line on CVAT vs V7
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
Either
Comparable AI capabilities on both sides.
Highest Rated
Either
Both earn equal user ratings.