The control plane for
agents at scale.
The OSS framework runs your agents. MeshFlow Cloud makes running agents at scale observable, governable, and cost-efficient — across your entire organization. Everything here requires a server and multiplies in value when shared across teams.
Design principle: The OSS framework runs your agents. MeshFlow Cloud makes running agents at scale observable, governable, and cost-efficient across your entire organization.The boundary is always: “things that require a server and multiply in value when shared across teams.”
Organization-Wide
Token Cost Intelligence
The OSS WorkflowAnalytics shows per-run cost. Cloud aggregates across every run, every agent, every team, every model — continuously. The ROI story: at $300K/year in LLM costs, a 70% reduction = $210K/year saved. The dashboard makes that visible and reportable to the CFO.
- Cost dashboard — LLM spend by day/week/month, by agent, team, model, workflow type
- ModelRouter analytics — which routing decisions fired, what model selected, how much saved vs frontier
- Cost-per-workflow trending — detects cost drift before it becomes a billing surprise
- Cross-team benchmarking — "Team A's summarizer costs 3× Team B's for the same task class"
- Parallel crew cost breakdown — shows exactly where multi-agent overhead accumulates
Managed Compliance
Evidence Collection
The SHA-256 audit chain lives in a local SQLite file. Who retains it for 7 years (HIPAA §164.312 requirement)? Who exports it when an auditor arrives? Who proves chain integrity when the laptop dies? Cloud solves all three.
- Cloud-hosted audit chain — every StepRecord syncs to cloud storage (AES-256, encrypted at rest)
- One-click compliance reports — HIPAA §164.312, SOC 2 CC7.2, GDPR Art.30 — actual PDFs auditors want
- 7-year retention with cryptographic proof of chain integrity
- Signed audit export — timestamped, hash chain embedded, suitable for legal proceedings
- SOC 2 evidence collection — access controls, audit samples, incident records, change management
- Real-time compliance monitoring — alerts when a run violates a compliance profile rule
Enterprise Identity
+ Access Control
The OSS has AgentIdentity and TenantContext. The cloud adds the enterprise layer: SSO, RBAC, and the audit log of the audit log. SAML 2.0 is the single item that unlocks enterprise procurement — every Fortune 500 IT department requires it.
- SAML 2.0 / OAuth2 SSO — Okta, Azure AD, Google Workspace
- 5-tier RBAC — owner, admin, compliance-officer, developer, viewer
- Audit log of the audit log — who accessed which run's data, when, from what IP
- IP allowlisting — restrict dashboard access to corporate network
- HIPAA minimum necessary access enforcement via role isolation
| Role | Analytics | Audit | Outputs | Billing |
|---|---|---|---|---|
| Owner | ✅ | ✅ | ✅ | ✅ |
| Admin | ✅ | ✅ | ✅ | ✗ |
| Compliance Officer | ✗ | ✅ | ✗ | ✗ |
| Developer | Own | ✗ | Own | ✗ |
| Viewer | ⚡ | ✗ | ⚡ | ✗ |
Managed Infrastructure
+ Multi-Region
The biggest enterprise friction with any OSS tool: who runs this server? MeshFlow Cloud removes that question entirely. You point your agents at your-org.meshflow.cloud instead of localhost:8000.
- Hosted meshflow serve — auto-scales with agent call volume, no server to maintain
- Managed durable execution — Redis/Postgres/S3 backends with auto backup and failover
- Multi-region — EU-only for GDPR, US-only for HIPAA, chosen at org setup
- On-premises deployment — Enterprise tier: full Cloud inside your VPC
- 99.9% SLA (Team) / 99.99% SLA (Enterprise) with 24h incident response
Cross-Team
Agent Intelligence
When your org has 20 teams running agents, they should learn from each other. The OSS VectorStore is local to one agent. Cloud makes knowledge, memory, and shadow comparisons available across your entire organization — with access controls.
- Private org template gallery — version-controlled, with compliance officer approval before publish
- Shared org knowledge base — any agent in the org queries institutional knowledge
- Cross-session org memory — if Team A's research agent finds an efficient pattern, Team B benefits
- Shadow run analytics at org scale — "How would GPT-4o have performed on last week's 10,000 actual queries?"
CI/CD Cost Gate
(SaaS Version)
The OSS has a cost regression gate that compares against a local baseline file. The cloud version stores baselines centrally, comments on PRs automatically, and blocks merges across repos and teams — not just one engineer's machine.
- Shared baselines — cloud-versioned, visible to the whole org, no baseline.json files checked into repos
- PR comments — "This PR increases org token cost by 23% ($47/day). Top driver: new prompt is 400 tokens longer"
- Block merge on regression — CI check calls MeshFlow Cloud API. Works across repos and teams
- Historical cost trend — every sprint we ship, what happens to our LLM cost? Plotted over time
Enterprise Alerting
+ Incident Management
The OSS AlertEngine fires locally. The cloud routes alerts to your org's incident management stack — PagerDuty, Slack, Teams — and keeps the evidence record SOC 2 auditors need.
- PagerDuty / OpsGenie integration — SLA breach pages the on-call engineer
- Slack / Teams — "Agent clinical-summarizer cost $47 in the last hour (5× baseline)"
- Org-level anomaly detection — ML on your org's patterns, flags statistically unusual events
- Incident history — searchable record of every alert, who responded, resolution. Required for SOC 2 incident response evidence
Never put anything in Cloud-only that a solo developer building one agent workflow needs to ship. The moment you do that, you become the thing developers route around.
The Stripe parallel holds: stripe-python is MIT and complete. Stripe Dashboard (analytics, dispute management, team access, compliance reports) is the SaaS. No developer ever needed Stripe Dashboard to accept their first payment. But every company with a finance team pays for it. MeshFlow Cloud is your Stripe Dashboard.
The framework is free.
Cloud is where enterprises pay.
| $0OSS — forever | $49/mo · Developer | $299/mo · Team · Most popular | CustomEnterprise | |
|---|---|---|---|---|
| Core framework | ✅ | ✅ | ✅ | ✅ |
| Local audit chain | ✅ | ✅ | ✅ | ✅ |
| All 9 guardrail types | ✅ | ✅ | ✅ | ✅ |
| DurableWorkflowExecutor | ✅ | ✅ | ✅ | ✅ |
| MCP Server auto-gen | ✅ | ✅ | ✅ | ✅ |
| SKILL.md (32 tools) | ✅ | ✅ | ✅ | ✅ |
| Sandbox mode | ✅ | ✅ | ✅ | ✅ |
| Hosted meshflow serve | ||||
| Cloud audit chain retention | ✗ | 30 days | 90 days | 7 years |
| Cost dashboard (per-run) | ✅ | Your runs | Org-wide | Org + custom |
| ModelRouter cloud learning | ✗ | ✗ | ✅ | ✅ |
| Cross-team cost benchmarking | ✗ | ✗ | ✅ | ✅ |
| Compliance report generation | ✗ | ✗ | Basic | HIPAA/SOC2/GDPR |
| Cloud audit chain retention | ||||
| SOC 2 evidence collection | ✗ | ✗ | ✗ | ✅ |
| Automated audit PDF export | ✗ | ✗ | ✗ | ✅ |
| SSO (SAML 2.0 / OAuth2) | ||||
| 5-tier RBAC | ✗ | ✗ | Basic | Full |
| IP allowlisting | ✗ | ✗ | ✗ | ✅ |
| Audit log of audit log | ✗ | ✗ | ✗ | ✅ |
| Private org template gallery | ||||
| Shared org knowledge base | ✗ | ✗ | ✗ | ✅ |
| Shadow run at org scale | ✗ | ✗ | ✗ | ✅ |
| PR cost gate (shared baselines) | ||||
| PR comment + merge block | ✗ | ✗ | ✅ | ✅ |
| Historical cost trend | ✗ | ✗ | ✅ | ✅ |
| PagerDuty / OpsGenie alerts | ||||
| Slack / Teams integration | ✗ | ✗ | ✅ | ✅ |
| Org anomaly detection (ML) | ✗ | ✗ | ✗ | ✅ |
| On-premises deployment | ||||
| Multi-region (EU / US) | ✗ | ✗ | ✅ | ✅ |
| SLA guarantee | ✗ | 99.5% | 99.9% | 99.99% |
| Support | Community | Priority 24h | Dedicated CSM | |
One agent today.
A thousand agents next quarter.
Every MeshFlow org starts with the OSS layer. Cloud unlocks when you have multiple teams, a compliance team to satisfy, or a CFO asking where the LLM spend is going.
OSS framework is Apache 2.0 and free forever.Full pricing comparison →