Dataloop
Depends
Confidence: Medium
Buy if you run serious ML data operations and want labeling, pipelines, and QA in one platform.
Comparison
Dataloop vs Roboflow
Dataloop and Roboflow both land on Depends.
Roboflow
Depends
Confidence: Medium
Buy if your team continuously builds, labels, or deploys computer vision models and wants one hosted platform.
| Compare | Dataloop | Roboflow |
|---|---|---|
| Verdict | Depends | Depends |
| Best for | ML teams labeling at scale | Teams building custom vision models |
| Who it's not for | Solo devs labeling a few hundred images . use Roboflow or Label Studio | One-off projects . train one model, never return |
| Privacy | No known public vulnerabilities found in the sources reviewed.⁸ | Trust center, SOC2/PCI claims; one high-severity vulnerability flagged in open-source inference package (Sep 2026).15 |
| Support quality | Case studies cite responsive, involved support. | No support quality evidence in sources |
| Public sentiment | Reviews skew positive, praising breadth and support, while smaller teams report it's more platform than they need.² | Beginners and small teams praise the UI and approachability, while long-time users complain the new pricing costs more for less.12 |
| Biggest gotcha | Pricing is custom-quote only . expect sales negotiation, no self-serve numbers.⁴ | Pricing restructured recently; legacy basic tier was $65/month . users say new plans cost more for less14 |
Pick Dataloop when
- ML teams labeling at scale
- Companies shipping production AI pipelines
- Teams wanting labeling + data ops consolidated
- Computer vision shops with QA workflows
When Dataloop is not a fit
- Solo devs labeling a few hundred images . use Roboflow or Label Studio
- Small teams wanting transparent, self-serve pricing
- Buyers without ongoing pipeline needs . plain annotation tools suffice
- Anyone who can't stomach a sales cycle before seeing a price
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
review
- Dataloop vs Encord vs V7 . Redditreddit.comreview
- Dataloop Software Reviews, Demo & Pricing . SoftwareAdvicesoftwareadvice.comreview
- Dell acquires Dataloop for $120M . Calcalistcalcalistech.comnews
- Dataloop raises $33M Series Bngpcap.comnews
- Case Study: Foresight . Dataloopdataloop.aiofficial
- Dataloop Security Pagedataloop.aisecurity
- Best Dataloop Alternatives for Small Business . TrustRadiustrustradius.comreview
- On-Premise Labeling Platforms Guide . Kili Technologykili-technology.comreview
- Roboflow G2 reviewsg2.comreview
review
- AIKIDO: High vulnerability in inferenceintel.aikido.devsecurity
- GitHub: Exposed API key in commitgithub.comsecurity