| What it does | Open-source agent harness engineering platform built on OpenTelemetry
| Self-Improving Defense platform that protects from AI attacks
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| Stage | Startup
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| Founded | 2024
| 2022
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| Based in | IN
| US
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| Pricing model | Open source
| Contact for pricing
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| Pricing | Open source (Apache 2.0): Free self-hosted with unlimited usage. Enterprise Edition: Contact sales for pricing. Cloud: Coming soon.
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| Key features | - OpenTelemetry-native LLM tracing for every call, tool, and retrieval
- Agent evals with LLM-as-a-judge and heuristics
- Prompt Hub for versioning and deployment without code changes
- Guardrails for prompt injection, jailbreak, and sensitive topic detection
- Vault for encrypted API key management
- OpenGround for side-by-side LLM model comparison
- GPU monitoring for utilization, memory, temperature, and power
- Coding agent observability for Claude Code, Codex, and Cursor
- Cost tracking and latency monitoring
- 56+ integrations with LLMs, frameworks, and vector databases
| - 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
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| What makes it different | - Self-host free forever under Apache 2.0 with unlimited usage and no per-trace fees
- OpenTelemetry-native traces exportable to Grafana, Datadog, or any OTLP backend
- Zero-code instrumentation with eBPF controller, native SDKs, or GPU collector
- Unified platform for traces, evals, guardrails, and prompts on the same production data
- Full data ownership and no vendor lock-in with exportable OpenTelemetry traces
| - 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
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 63 ▼ −2 (down) since last check | 44 ● no change since last check |
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| Trust Flow (Majestic) | 23 | 17 |
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| Citation Flow (Majestic) | 39 | 36 |
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| Referring domains (Majestic) | 483 | 356 |
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