| What it does | Self-Improving Defense platform that protects from AI attacks
| See where your AI coding agent's tokens go, cut the waste without breaking the prompt cache, and get a receipt for every saving
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| Stage | Not given
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| Founded | 2022
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| Based in | US
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| Pricing model | Contact for pricing
| Freemium
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| Pricing | Not given
| Free for open source (Wrapped, all fixes with undo, receipt, skill, plugin, MCP server). Team: $30 per developer, or 10% of verified savings, whichever is lower (spend by engineer, cost per merged PR, CI gate). Enterprise: contact for self-hosted, SSO, finance exports, procurement-grade reports.
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| Key features | - Acts directly in EDR, cloud, Active Directory, and SIEM
- Investigates every alert to a verdict with reasoning, not playbooks
- AI SOC Agent for automated alert triage and response
- AI Threat Hunt Agent for hypothesis-driven threat detection
- AI Pentest Agent for continuous, on-demand offensive testing
- AI NetSecOps Agent for firewall and network operations
- Context Lake for organization-wide persistent memory of assets and verdicts
- Multi-tenant isolation with per-tenant reasoning for MSSPs
- Hardened against prompt injection and data poisoning
| - Session log analysis with token pricing breakdown
- Categorized spending attribution by startup context, tool output, sub-agents, and cache rebuilds
- Safe automatic fixes for output trimming and cache countdown
- Undo capability for all changes
- Receipt comparing cost-per-commit before and after with 90% confidence range
- Shareable card with visualization of token usage
- Command output trimming to reduce context bloat
- Cache expiration countdown in status line
- MCP server integration for any agent
- Claude Code plugin with skill and MCP server
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| What makes it different | - Responds to every alert in under 4 minutes on average
- 95% of proposed actions approved by your own analysts
- Self-improves by learning from analyst corrections
- Onboards tenants in hours, not months
| - Reads actual logs your agent already keeps, not a third-party service
- Fixes only trim new content without rewriting cache to preserve prompt optimization
- Open source under Apache 2.0 with no incentive to make you spend more tokens
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 44 ● no change since last check | Not checked yet ● no change since last check |
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| Trust Flow (Majestic) | 17 | 0 |
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| Citation Flow (Majestic) | 36 | 0 |
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| Referring domains (Majestic) | 356 | 0 |
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