ClearML vs Backloop

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

ClearML compared with Backloop
Detail	ClearML	Backloop
What it does	Not given	Catch where AI agents get stuck on your API or MCP server, rank problems by impact, and draft fixes as pull requests
Stage	Not given	Not given
Founded	Not given	Not given
Based in	Not given	US
Pricing model	Not given	Freemium
Pricing	Community: Free (up to 3 users, includes 100GB artifact storage, 1GB metric events, 1M API calls/month). Pro: $15 per user/month plus usage (up to 10 users). Scale: Custom quote for organizations with 8-48 GPUs. Enterprise: Custom quote for organizations with multiple large projects.	Open source: free. Team: $199/month with 14-day free trial (1 API or MCP service, 25,000 reports/month, 15 coding-agent runs/month). Business: $799/month (up to 3 services, 250,000 reports/month, 60 coding-agent runs/month). Extra coding-agent runs: $6 each.
Key features	Infrastructure Control Plane for GPU cluster management AI Development Center with IDE for model development GenAI App Engine for LLM deployment Experiment tracking and model management Dataset versioning and management Multi-tenancy and role-based access control	Session replay for MCP servers to identify failed agent sessions Clustering reports by agent goals and workflows Priority ranking weighted by frequency, failed workflows, and affected accounts Claude Code generates pull requests with tests Review queue with diff, tests, agent reports, and evidence Isolated git worktree prevents unauthorized code push Schema validation and rate limiting for feedback Open Agent Feedback Protocol with TypeScript and Python SDKs GitHub integration for draft PR creation
What makes it different	Three-layer platform combining infrastructure management, AI development, and GenAI deployment in one solution Open-source foundation available on GitHub Trusted by 2,100+ organizations and 300,000+ AI builders	Only AI agent failures on successful HTTP responses get detected and ranked Automated pull request drafts with your approval required before shipping Session replay captures failures even when agents don't report them Pay only for coding-agent runs, not feedback submission Open protocol and SDKs can be self-hosted at no cost
Community votes	0	0
DR (Domain Rating by Ahrefs)	65 +1 (up) since last check	1 no change since last check
Trust Flow (Majestic)	12	1
Citation Flow (Majestic)	32	14
Referring domains (Majestic)	967	4

3 details filled in for both companies.

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