CVAT vs Lightly: 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 Lightly, 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 want deeper AI and automation features
Choose Lightly if…
- You want to trial before paying
Head-to-Head Scorecard
How CVAT and Lightly score
CVAT leads on 5 of 9 measured dimensions.
- Even
Customer Rating
Average score from verified user reviews
CVATNo reviewsLightlyNo reviews - Even
Review Volume
Number of verified reviews, a proxy for adoption
CVAT0Lightly0 - CVAT
Entry Pricing
Lowest published starting price (free plan = lowest)
CVATFreeLightlyCustom - Even
Free Access
Availability of a free plan and/or free trial
CVATFree planLightlyFree trial - CVAT
Integrations
Number of listed third-party integrations
CVAT8Lightly6 - CVAT
Features
Number of listed product capabilities
CVAT8Lightly6 - CVAT
AI Features
Capabilities mentioning AI, automation or ML
CVAT1Lightly, - Even
Security & Compliance
Number of listed compliance certifications
CVAT3Lightly3 - CVAT
Platforms & Deployment
Supported platforms and deployment options
CVAT5Lightly4
Feature Comparison
CVAT vs Lightly feature breakdown
Search or filter the full feature matrix, core features, AI, integrations, APIs, security and compliance.
CVAT
LightlyPricing Comparison
CVAT vs Lightly 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
Lightly
Custom to start- Higher usage limits
- Active learning
- Data selection
- Integrations
- Everything in Pro
- Embedding-based curation
- Self-supervised learning
- Dedicated support
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 Lightly: strengths and trade-offs
CVAT
Pros
- Free plan available
- Broad integration ecosystem (8)
- Compliance: GDPR, CCPA, EU AI Act
- Stronger AI / automation features
- Public API available
Cons
Lightly
Pros
- Free trial offered
- Compliance: SOC 2, ISO 27001, GDPR
- Public API available
Cons
- No free plan
- Pricing is quote-based (less transparent)
- Fewer native integrations than the alternative
Buyer Fit
Who should use CVAT vs Lightly?
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
CVAT
CVAT is the more developer- and automation-friendly choice.
Integration overlap
Shared integrations (5)
Only in CVAT (3)
Only in Lightly (1)
Keep Exploring
Other alternatives worth considering
Similar data labeling products buyers compare alongside CVAT and Lightly.
Ask SIA which solution fits your business
SIA, Saaskart's AI buying assistant, weighs CVAT and Lightly 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 Lightly, Frequently Asked Questions
What is the difference between CVAT and Lightly?
CVAT and Lightly are both Data Labeling solutions. CVAT is rated 0.0/5 by 0 users, while Lightly is rated 0.0/5 by 0 users. The main differences lie in pricing, features, and target audience.
Which is better, CVAT or Lightly?
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 Lightly?
CVAT is the more affordable option with a free plan available.
Does CVAT or Lightly have a free plan?
CVAT offers a free plan. Lightly does not have a free tier but does offer a free trial.
Can I switch from CVAT to Lightly?
Switching between CVAT and Lightly 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 Lightly?
CVAT is best suited for teams that prioritise enterprise features. Lightly works well for teams needing advanced capabilities.
Our Verdict
The bottom line on CVAT vs Lightly
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
CVAT
CVAT ships more AI and automation.
Highest Rated
Either
Both earn equal user ratings.