The OpenTelemetry-native regulatory evidence layer for AI agents — works above the observability stack you already use, and produces the audit artifacts the EU AI Act actually requires.
“Within two years, 50% of organizations will have deployed AI agent management platforms to govern their autonomous AI systems.”
— CIO Magazine, 2026
Complete visibility and control over your AI agent ecosystem — from discovery to governance.
Auto-discover all AI agents running across your organization. Detect shadow agents, maintain a living inventory, and monitor health in real time.
Four detection algorithms running every 5 minutes catch cost spikes, reliability decay, behavioral drift, and security threats — with configurable alerts and webhooks.
Token-level spend attribution by team, project, and agent. Budget guardrails, model routing optimization, and ML-powered forecasting.
Eight policy types enforced in real-time through the proxy. Immutable audit trails, EU AI Act readiness scoring, HITL approval workflows, and risk classification with AI-assisted suggestions.
Three converging forces are making AI agent governance an urgent enterprise priority.
The EU AI Act enforcement deadline is approaching. Organizations deploying AI agents in the EU must demonstrate governance, audit trails, and risk classification.
CyberArk reports 45+ non-human identities per human employee in the average enterprise. Most organizations have no visibility into which AI agents are running, what they're doing, or what they cost.
Token spend is growing exponentially but is unattributed. Teams can't see what they're spending, finance can't forecast, and nobody owns the budget.
A single pane of glass for every AI agent in your organization.
MeshAI is purpose-built for AI agent governance — not adapted from legacy tools.
| Capability | MeshAI | Observability Tools | Manual / Scripts |
|---|---|---|---|
| Agent Discovery | ✓ | — | — |
| Shadow Agent Detection | ✓ | — | — |
| ML Anomaly Detection | ✓ | ~ | — |
| Token-Level Cost Attribution | ✓ | — | — |
| EU AI Act Compliance | ✓ | — | ~ |
| Policy-as-Code | ✓ | — | — |
| NHI Management | ✓ | — | — |
| Framework Agnostic | ✓ | ✓ | — |
OpenTelemetry-native. MeshAI runs in parallel with the observability platforms you already use, and integrates with every major agent framework and AI provider.
Add MeshAI as an additional destination in your OpenTelemetry Collector — one YAML config change, no agent-code touch. Your traces flow to both MeshAI and whatever you already use.
A note on LangSmith and LangFuse: they use proprietary callback APIs and don't currently emit OpenTelemetry. MeshAI runs in parallel to them by design — we contribute to the OTel standard rather than chase per-vendor compatibility shims.
The AI agent management market is projected to grow 6x in the next four years as enterprises move from experimentation to production deployment.
Common questions about MeshAI, the EU AI Act, and AI agent governance.
Yes. Like GDPR, the EU AI Act has extraterritorial reach. If your non-EU company's AI system reaches the EU market or its outputs are used by EU residents, the same fines apply. Fines are based on global turnover — up to 7% worldwide.
You're classified as a "deployer" under the EU AI Act. Even if the AI is from a third party, you can't shift responsibility to the provider. If EU residents consume the output, you must comply — audit trails, transparency, risk classification. MeshAI automates all of this.
The Act defines 6 roles: Provider (builds the AI), Deployer (uses the AI), Importer, Distributor, Authorized Representative, and Product Manufacturer. Most MeshAI customers are deployers. Important: if you modify the AI's intended purpose, you become a provider with heavier obligations.
Up to €35 million or 7% of global annual turnover for prohibited practices. Up to €15 million or 3% for high-risk AI obligations. For SMEs and startups, fines are the lower of the two amounts.
No. MeshAI never stores prompt text or completion content. We only store operational metadata: token counts, cost estimates, latency, and model names. All data encrypted at rest (AES-256) and in transit (TLS 1.2+).
No. The MeshAI proxy works with one environment variable change — zero code modifications. All requests flow through transparently with less than 5ms overhead.
11 frameworks: OpenAI, Anthropic, CrewAI, LangChain/LangGraph, AutoGen, Google Gemini, AWS Bedrock, LlamaIndex, Agno, Pydantic AI, and Semantic Kernel. Enterprise platforms (Copilot Studio, Salesforce Einstein) work through the proxy.
Yes. Two integration paths: (1) Tools that support custom API base URLs (Cursor, Claude Code, Cline, Codex) route traffic through the MeshAI proxy with one env var. (2) Tools without proxy support (Claude Desktop, VS Code, JetBrains, Windsurf, Zed, Warp) use the MeshAI MCP Server — a lightweight plugin that registers the tool, tracks usage, checks policies, and reports compliance. No install needed — just add npx -y @meshailabs/mcp-server to your tool's MCP config.
They're data layers — they collect, store, and query agent telemetry. MeshAI is the regulatory-evidence layer that sits above the data layer. It ingests OpenTelemetry gen_ai.* traces (the same traces Datadog, New Relic, Honeycomb, and other OTel-native platforms already accept) and produces what the EU AI Act actually requires: Annex III risk classification, Article 6(3) derogation documentation, Article 26 deployer-accountability bundles, and immutable audit trails. You don't replace your observability stack — you add MeshAI as a parallel destination in your OpenTelemetry Collector. One YAML config change.
The proxy fails gracefully — governance policies fail open, so your agents keep working. Configure fallback to direct provider URLs for full resilience. The proxy runs on Cloud Run with 2-50 auto-scaling instances.
More questions? Check our full FAQ or contact us.
We’re partnering with 5–10 enterprise teams to shape MeshAI before GA. Free pilot for 3 months, white-glove onboarding, and a direct line to the founder.
Open to teams running AI agents in production. We review applications weekly.