ClearML
Depends
Confidence: Low
ClearML fits teams actually training ML models that want open-source experiment tracking and orchestration; evidence reviewed was thin, so confidence is low.
New check
Comparison
ClearML vs Comet
ClearML and Comet both land on Depends.
Comet
Depends
Confidence: Medium
Buy if your team trains models regularly and drowns in experiment spreadsheets . academics get it free.
| Compare | ClearML | Comet |
|---|---|---|
| Verdict | Depends | Depends |
| Best for | ML teams tracking experiments | ML teams running many experiments |
| Who it's not for | Teams not training models . pure overkill | Occasional model trainers . TensorBoard or MLflow is enough |
| Privacy | Two 2024 CVEs disclosed for ClearML (auth bypass and path traversal); a product security page exists.¹ | No known public vulnerabilities found in the sources reviewed.11 |
| Support quality | No support evidence found | No evidence in sources |
| Public sentiment | No verifiable ClearML user reviews were found in the sources reviewed; nearly all 'Clear' results refer to unrelated companies. | Third-party writeups praise broad framework integrations and faster experiment analysis; little critical independent feedback surfaced.10 |
| Biggest gotcha | CVE-2024-24592 auth bypass: unpatched instances risk unauthorized access to experiments and data.¹ | Pricing opacity: only academic-free offer visible; commercial tiers likely need a sales conversation⁶ |
Pick ClearML when
- ML teams tracking experiments
- GPU training orchestration
- GenAI/LLM app developers
- Teams comfortable self-hosting
When ClearML is not a fit
- Teams not training models . pure overkill
- Solo devs needing simple metric logging
- Orgs with no capacity to patch CVEs
- Non-technical buyers wanting turnkey software
Pick Comet when
- ML teams running many experiments
- Deep learning researchers on PyTorch/TensorFlow
- Academic labs wanting free tracking
- Teams monitoring LLM/agent API spend
When Comet is not a fit
- Occasional model trainers . TensorBoard or MLflow is enough
- Teams wanting self-hosted open-source tracking with no vendor lock-in
- Solo hobbyists with a handful of runs
- Non-ML projects needing general analytics or BI
Sources
- CVE-2024-24592: Clear ClearML Auth Bypass Vulnerabilitysentinelone.comsecurity
- CVE-2024-24591: Clear ClearML Path Traversal Vulnerabilitysentinelone.comsecurity
- ClearML Product Security Pageclear.mlofficial
news
- Comet raises $13 million Series Abizjournals.comnews
- Comet free for academics (LinkedIn)il.linkedin.comofficial
official
review
- Brain Builder vs Comet.ml comparisonsaashub.comreview
review
- Comet product security pagecomet.comsecurity
official
- Researchers find severe vulnerabilities in Perplexity's Comet browser (different product, same name)futurism.comnews