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OptScale AI vs Celest

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

OptScale AI compared with Celest
DetailOptScale AI logo OptScale AICelest logo Celest
What it doesIntelligent AI gateway for cost control, access governance, and data sovereignty across LLM and MCP interactions One place to understand and operate AI agents across Microsoft
StageEstablished Not given
Founded2016 Not given
Based inNot given US
Pricing modelFreemium Free
PricingNot given Not given
Key features
  • Intelligent gateway with smart routing across LLMs, local models, and MCP servers
  • Role-based access control and department-level billing
  • AI ROI & Impact: connect spending to business outcomes through outcome connectors
  • OpenAI API-compatible drop-in integration with less than 2ms overhead
  • Local model hosting and data residency controls
  • 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
What makes it different
  • Built on 10+ years of FinOps expertise with proven enterprise trust (Airbus, Nokia, T-Systems, DHL, PwC)
  • Sub-2ms gateway overhead with no code changes required via OpenAI API compatibility
  • 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
Community votes00
DR (Domain Rating by Ahrefs)15 no change since last check16 no change since last check
Trust Flow (Majestic)147
Citation Flow (Majestic)2526
Referring domains (Majestic)2288

4 details filled in for both companies.

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