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Comparison

Labellerr vs Roboflow

Labellerr and Roboflow both land on Depends.

Labellerr versus Roboflow
CompareLabellerrRoboflow
VerdictDependsDepends
Best forML teams labeling image and video dataTeams building custom vision models
Who it's not forHobbyists labeling a few hundred images . free CVAT/Label Studio winsOne-off projects . train one model, never return
PrivacyNo known public vulnerabilities found in the sources reviewed.⁸Trust center, SOC2/PCI claims; one high-severity vulnerability flagged in open-source inference package (Sep 2026).15
Support qualityOnly vendor case studies; no independent support reviewsNo support quality evidence in sources
Public sentimentReview coverage on G2, Capterra, and SoftwareFinder trends positive, but sources expose only truncated snippets . read full reviews before buying.¹Beginners and small teams praise the UI and approachability, while long-time users complain the new pricing costs more for less.12
Biggest gotchaPro plan's starting price isn't surfaced publicly . confirm per-user vs per-label costs before committing.⁷Pricing restructured recently; legacy basic tier was $65/month . users say new plans cost more for less14

Pick Labellerr when

  • ML teams labeling image and video data
  • Teams wanting AI-assisted auto-labeling
  • Startups seeking a cheaper Labelbox alternative
  • Engineers integrating labeling via SDK

When Labellerr is not a fit

  • Hobbyists labeling a few hundred images . free CVAT/Label Studio wins
  • Enterprises wanting vendor stability . $1.4M ARR startup risk
  • Teams needing turnkey human-labeling workforces (Scale AI style)
  • Guess: buyers requiring on-prem or air-gapped deployment

Pick Roboflow when

  • Teams building custom vision models
  • Developers wanting hosted inference APIs
  • Image/video dataset labeling
  • Regulated industries needing SOC2

When Roboflow is not a fit

  • One-off projects . train one model, never return
  • Tight budgets; Label Studio is free and open-source
  • Non-vision workloads . strictly image/video tooling
  • Anyone needing proven support SLAs . no evidence found

Sources

  1. Labellerr Reviews . G2g2.com
    review
  2. Labellerr . Capterracapterra.com
    review
  3. Labellerr Review . SoftwareFindersoftwarefinder.com
    review
  4. Best data labeling tools . Reddit r/computervisionreddit.com
    review
  5. Labellerr homepagelabellerr.com
    official
  6. Labellerr pricinglabellerr.com
    official
  7. Labellerr FAQlabellerr.com
    official
  8. Labellerr security pagelabellerr.com
    security
  9. Labellerr revenue . GetLatkagetlatka.com
    news
  10. Labellerr vs Supervisely (vendor blog)labellerr.com
    official
  11. Roboflow on G2 . 4.7 stars, 160 reviewsg2.com
    review
  12. Roboflow G2 reviewsg2.com
    review
  13. Reddit: What is the community opinion on Roboflow?reddit.com
    review
  14. Reddit: Pricing Changes . Pay More For Less?reddit.com
    review
  15. AIKIDO: High vulnerability in inferenceintel.aikido.dev
    security
  16. GitHub: Exposed API key in commitgithub.com
    security