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Celest vs AgentStats

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 AgentStats
DetailCelest logo CelestAgentStats logo AgentStats
What it doesOne place to understand and operate AI agents across Microsoft See which AI agents use your product, where they fail, and what to fix
StageNot given Startup
FoundedNot given Not given
Based inUS Not given
Pricing modelFree Free trial
PricingNot given Free trial for 14 days. Starter: $15/month (2 projects, 50k events/month, 30-day retention). Growth: $49/month (5 projects, 500k events/month, 90-day retention, up to 5 team members). Scale: $149/month (25 projects, 5M events/month, 1-year retention, unlimited team members).
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
  • Monitor AI crawlers, website agents, MCP clients, APIs and CLIs
  • Real-time dashboard showing tool calls, errors, latency and client details
  • AI visibility: track what ChatGPT, Claude and Gemini say about your product
  • MCP server integration for agents to query your analytics data
  • SDKs for TypeScript, Python, Go, Rust, C#, Java, Swift and browsers
  • Identifies silent agent failures hidden from logs and APM
  • Never blocks request paths with background worker batching
  • Weekly or daily AI reviews depending on plan
  • Funnels, conversions and email alerts
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
  • Only platform showing silent agent failures that return 200 OK status codes
  • Covers six distinct data sources in one dashboard instead of scattered logs
  • Agents can access dashboard via MCP server to self-fix their failures
  • Installation takes five minutes with background worker approach never blocking request paths
  • AI visibility shows what AI models actually say about your product with claim verification
Community votes00
DR (Domain Rating by Ahrefs)16 no change since last checkNot checked yet no change since last check
Trust Flow (Majestic)70
Citation Flow (Majestic)260
Referring domains (Majestic)880

4 details filled in for both companies.

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