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Celest vs DashClaw

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 DashClaw
DetailCelest logo CelestDashClaw logo DashClaw
What it doesOne place to understand and operate AI agents across Microsoft An approval layer for unattended AI agents that halts risky actions for human approval before execution
StageNot given Not given
FoundedNot given Not given
Based inUS Not given
Pricing modelFree Freemium
PricingNot given Self-hosted: Free (MIT licensed). Hosted Indie: $49/mo (2 seats, monthly governed-action ceiling, 30-day retention, email support). Hosted Team: $199/mo (10 seats, higher governed-action ceiling, 90-day retention, org-scoped rate limits, priority support).
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
  • Intercepts risky agent actions before execution
  • Works with Claude Code, Codex, Hermes, OpenClaw, and MCP
  • Policy-based risk scoring and decision making
  • Remote approvals from phone or browser
  • Signed audit ledger with replayable records
  • Calibrated interruptions that reduce false positives
  • Enforcement liveness monitoring via synthetic probes
  • Self-hosted (MIT licensed) or managed hosting options
  • Approvals inbox with decision ledger and policies
  • Agent defense documentation with assumptions and shields
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 approval layer that protects unattended runs that walk away
  • Signed ledger with replayable audit records and explicit signature verification
  • Self-hosted with no infrastructure lock-in or vendor dependency
  • Learns from your approvals to reduce interruptions automatically
  • Honest about enforcement boundaries across different integrations
Community votes00
DR (Domain Rating by Ahrefs)16 no change since last check8 +1 (up) since last check
Trust Flow (Majestic)73
Citation Flow (Majestic)2630
Referring domains (Majestic)8888

4 details filled in for both companies.

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