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MeshFlow

The production-safe standard for agentic AI.
Apache 2.0 — free forever.

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MeshFlow © 2026 · Yaya Systems · Apache 2.0
All systems operational
MeshFlow Cloud · Generally Available

Enterprise AI governance
+ operations.

The only platform that ships compliance evidence as a first-class artifact. Full observability, governed evaluation, zero-trust policies, and tamper-evident audit trails — for AI teams that can't afford to guess.

Start free See pricing
HIPAA · SOC2 · GDPR · PCI · EU AI ActSHA-256 tamper-evident audit chain5,000 free traces / month
HIPAA
ePHI safeguards
SOC 2
Type II controls
GDPR
EU data residency
Zero-trust
Policy engine
SHA-256
Tamper-evident chain
Apache 2.0
Open core
Platform capabilities
Observe

Full-stack agent telemetry

Per-step trace spans with waterfall view, token counts, latency, cost breakdown, and live SSE streaming. Every LLM call, tool call, guardrail check, and policy decision — captured automatically.

  • Run Explorer + Trace Explorer
  • Agent swimlane timeline
  • Live mode — 3 s refresh
Evaluate

Judge-scored evals at scale

Push datasets from CI, run LLM-as-judge evaluations across scenarios and metrics, and compare results across prompt versions. Promote any trace to a dataset row in one click.

  • correctness · faithfulness · harmlessness
  • Datasets + Experiments + Online Eval
  • A/B testing across prompt variants
Govern★ Unique to MeshFlow

Zero-trust by default

HITL approval queues, zero-trust policy engine, PII redaction audit, and compliance evidence generation with SHA-256 report hashing. Every control maps to a specific framework clause.

  • HIPAA · SOC2 · GDPR · PCI · NERC · EU AI Act
  • Human-in-the-loop interrupt queues
  • PII before/after diff per trace
Operate

Cost intelligence + reliability

Model registry with intelligent routing, real-time cost analytics, alert rules, and durable workers with automatic retry. Track spend across teams before it reaches billing.

  • Model Router — route ~90% to local tiers
  • Durable Workers with configurable retry
  • Cost alerts + budget gates
Compliance frameworks

MeshFlow Cloud generates scored, tamper-evident compliance evidence per run — not documentation, not checklists. Auditor-ready reports with SHA-256 hashing.

HIPAA
§164 safeguards enforced at workflow layer
SOC 2
CC6–CC9 controls with evidence export
GDPR
Right to erasure, data residency controls
PCI DSS
Cardholder data environment isolation
EU AI Act
High-risk AI system obligations
NERC CIP
Critical infrastructure AI controls
Deployment options

Your data.
Your infrastructure.
Your choice.

Whether you need the fastest start, enterprise data residency, or complete self-sovereignty — MeshFlow has a deployment model that fits your compliance posture.

Fastest to start

Managed Cloud

Fully managed on meshflow.dev infrastructure. 5,000 free traces per month. Scales automatically. No ops burden.

  • 5,000 traces/mo free
  • Automatic scaling
  • Global edge delivery
  • SLA 99.9%
Start free
Enterprise

BYOC

Bring Your Own Cloud — deploy into your AWS, Azure, or GCP VPC. Managed by MeshFlow SREs. Your data never leaves your network.

  • Your VPC, your data
  • MeshFlow-managed ops
  • HIPAA BAA included
  • Custom retention policy
Get a demo
Full control

Self-Hosted

Apache 2.0 — run the full MeshFlow stack on your own infrastructure. Kubernetes manifests and Helm chart included.

  • Apache 2.0 license
  • Helm chart + manifests
  • Air-gapped support
  • No vendor dependency
Read deploy guide
Data privacy

Your agents.
Your data.
Always.

Enterprise AI deployments demand more than a checkbox. MeshFlow is built with data sovereignty as a core architectural principle — not an afterthought.

Talk to our team
Zero training on your data

We will never use your traces, prompts, or agent outputs to train any model. Period. We sign a DPA with every customer.

Encryption at rest and transit

All data encrypted with AES-256 at rest. TLS 1.3 in transit. Keys managed per-tenant with HSM-backed KMS.

No cross-tenant data access

Strict tenant isolation enforced at the database layer. Your traces are never visible to other organizations.

Right to deletion

GDPR-compliant deletion. Submit a deletion request and all your data is purged within 30 days, with a signed certificate.

Quick start

Instrument in
three lines.

Add the MeshFlow SDK to any agent workflow and all traces, costs, compliance checks, and spans begin flowing to your dashboard instantly.

Python 3.11+
TypeScript SDK
OpenTelemetry compatible
Zero-config auto-instrument
View full SDK docs
instrument.py
from meshflow import Workflow, Agent
from meshflow.cloud import MeshFlowCloud

cloud = MeshFlowCloud(api_key="mf-...")

# Auto-instruments traces, cost, compliance
with cloud.instrument():
    wf = Workflow(policy="hipaa")
    wf.add(Agent("researcher"), Agent("writer"))
    result = wf.run("Summarise Q3 financials")

# Traces, spans, evals, PII audit →
# meshflow.dev/dashboard/traces
shell
export MESHFLOW_API_KEY="mf-..."
export MESHFLOW_PROJECT="production"
export ANTHROPIC_API_KEY="sk-ant-..."

Ready to govern your
AI agents?

Start with 5,000 free traces per month. No credit card required. Upgrade when your team needs governance at scale.

Start free Get a demoView pricing