Celest vs ModelOp

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 ModelOp
Detail	Celest	ModelOp
What it does	One place to understand and operate AI agents across Microsoft	Enterprise AI system of record for governing and operationalizing AI at scale
Stage	Not given	Established
Founded	Not given	2018
Based in	US	US
Pricing model	Free	Contact for pricing
Pricing	Not given	Not given
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	Centralized system of record across every model, solution, and agent Automated workflows with governance embedded by design Full portfolio visibility into cost, tokens, risk and ROI Dynamic interoperability across 50+ technologies Connective automation for IT, business, and AI owners Agentic-powered framework for end-to-end AI lifecycle workflows Operational intelligence across ML, GenAI, agentic and vendor AI Audit-ready evidence mapped to every regulation and policy
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	Brings ML, GenAI, and agentic AI to production 10× faster System of record that unifies every AI asset in one place Reduces time from idea to production to weeks at industrial scale Enforces policy and governance at delivery time, not in committee Operates above existing systems without replacing them
Community votes	0	0
DR (Domain Rating by Ahrefs)	16 no change since last check	62 no change since last check
Trust Flow (Majestic)	7	13
Citation Flow (Majestic)	26	39
Referring domains (Majestic)	88	579

5 details filled in for both companies.

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