| What it does | One place to understand and operate AI agents across Microsoft
| AI agent observability, tracing and evaluation platform
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| Stage | Not given
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| Founded | Not given
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| Based in | US
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| Pricing model | Free
| Freemium
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| Pricing | Not given
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| 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
| - Trace viewer showing model calls, tool calls, and retrievals
- Cost tracking per step with latency and token counts
- Root cause detection for failures
- Live streaming and replay of agent runs
- Automatic secret redaction before data transmission
- Semantic search across runs and steps
- Support for multiple frameworks and languages
- Evaluations and datasets for quality assessment
- Slack alerts and release gates
- Collaboration and code review tools
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| 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
| - One-line setup with automatic detection of model and tool calls
- Identifies first failure point instead of surface errors
- Per-step cost visibility with no monthly surprises
- Automatic secret stripping keeps sensitive data local
- No agent code rewriting required
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 16 ● no change since last check | Not checked yet ● no change since last check |
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| Trust Flow (Majestic) | 7 | 0 |
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| Citation Flow (Majestic) | 26 | 22 |
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| Referring domains (Majestic) | 88 | 1 |
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