Celest vs ClearML

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

Celest compared with ClearML
Detail	Celest	ClearML
What it does	One place to understand and operate AI agents across Microsoft	Not given
Stage	Not given	Not given
Founded	Not given	Not given
Based in	US	Not given
Pricing model	Free	Not given
Pricing	Not given	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.
Key features	Agent Estate Review: read-only review connecting fragmented agent ownership, capability, usage, cost, and risk records Helpdesk Triage: AI ticket triage for SharePoint service desks with operator approval Agent Workbench: open, refine, and export Microsoft 365 Copilot agent packages 30/60/90-day operating plan generation Source-backed inventory with identity, ownership and authority tracking Review trails for accountability	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
What makes it different	Connects fragmented Microsoft records into one accountable operating picture Makes agent workforce explicit and operable within two weeks Operator retains final authority over all changes Evidence-backed decision trails throughout the platform	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
Community votes	0	0
DR (Domain Rating by Ahrefs)	16 no change since last check	65 +1 (up) since last check
Trust Flow (Majestic)	7	12
Citation Flow (Majestic)	26	32
Referring domains (Majestic)	88	967

2 details filled in for both companies.

More alternatives to Celest More alternatives to ClearML