01Organizations stuck in pilot or experimentationUnable to scale AI to production at allGartner70%
<14 daysPilot to productionPolicy is configuration, not an engineering project.
#1 AI Control Plane
for Enterprises
The unified enterprise platform to govern, control, and orchestrate AI.
Connect, build, and operate agents, models, workflows, data, and enterprise systems within your own network boundary with complete governance, observability, and control at enterprise scale.
The control plane that is missing in the Enterprise AI stack
Enterprise AI applications
AgentsModelsDataToolsWorkflows
Xnode Cortx · the AI control planeLive
REQUESTsales-agent → snowflake.mcpOrchestration
POLICYPOL-014 · PII checkpoint
ALLOWidentity verified · 38ms
Cloud · on-premises · GPU
AzureAWSGCPDellNVIDIA
Cortx is the control plane every enterprise needs for AI.Kubernetes became the control plane for cloud infrastructure. Cortx is the control plane for enterprise AI.
Enterprise AI · 2026The Hidden Tax on
The Hidden Tax on
Every AI Budget
95%
of enterprise AI pilots never deliver measurable business value.Source · MIT
02Agentic AI projects predicted to be canceled by 2027On governance failures, not model failuresGartner40%+
100%Audited from the first requestGovernance is on before the pilot, not added after it fails.
03Average unattributed AI token spend, per enterpriseNo cost controls, no accountabilityMcKinsey$340K
Every tokenAttributed and cappedBudgets enforced at invocation, not discovered at quarter end.
WithoutPaid by every budget. Approved by no one.WithNothing recurring.
The biggest barrier isn’t better models. It’s fragmented governance: no unified control, no end-to-end visibility, and no policy enforcement.Cortx provides the control plane that closes all gaps in your AI ecosystem.
Three gaps killing enterprise AI
These are the problems we hear in every enterprise.
01Control gap
Fragmented AI stack
Siloed tools, disconnected models, no unified control plane. Pilots stay isolated in experiments.
How Cortx closes it
Agent OrchestrationIdentity & Access
02Observability gap
Blind AI operations
No logging of model calls or outputs. Token costs spiral. ROI is unprovable.
How Cortx closes it
Observability & AuditFinOps & Cost Control
03Governance gap
No policy enforcement
No guardrails. No audit trails. Governance arrives after the pilot has already failed.
How Cortx closes it
Policy & GovernanceShadow AI Detection
These gaps let Shadow AI take hold. Without a control plane, the firm has no visibility and no accountability.Deploy the control plane once, and every AI interaction is governed, observable, and controlled.
One control plane, six capabilities
One platform to build, operate, and govern AI. Validated, certified, and hardened.
01Build and operate
Agent Orchestration
- Multi-agent workflows
- A2A and maker-checker
- Citizen-developer builder
02Build and operate
Identity & Access
- Active Directory and IdP
- Document-level access control
- Zero-trust enforcement
03Build and operate
FinOps & Cost Control
- Per-user, per-agent attribution
- Budget alerts
- Threshold enforcement
04Govern and protect
Policy & Governance
- Role-based access
- Identity-aware audit
- Data masking
- Maker-checker workflows
05Govern and protect
Shadow AI Detection
- Discovery and inventory
- Risk scoring
- Migration paths
06Govern and protect
Observability & Audit
- Phoenix and Arize
- Multi-layer guardrails
- Full interaction trace
Xnode Cortx on customer terms
An enterprise-native control substrate built for zero operational friction, full data sovereignty, and robust multi-model routing.
Deploy natively in cloud or on-premises. Data never leaves your boundaries.
Your network boundary
CortxModelsAgentsYour dataAudit logIdentity
Public internet0 bytes egress
The only unified control plane
for enterprise AI
| Capability | Cortx | Claude | Gemini | Credo AI | Snowflake | ServiceNow | Fiddler | TrueFoundry | Salesforce |
|---|---|---|---|---|---|---|---|---|---|
| Fully available | 12/12 | 4/12 | 6/12 | 2/12 | 5/12 | 3/12 | 2/12 | 8/12 | 2/12 |
| Multi-provider LLM gateway | ✓ | ◐ | ✓ | ✕ | ◐ | ◐ | ✕ | ✓ | ◐ |
| MCP gateway, cross-provider | ✓ | ✓ | ✓ | ✕ | ◐ | ◐ | ✕ | ✓ | ◐ |
| On premises / air-gapped | ✓ | ✕ | ✕ | ✕ | ✕ | ✕ | ◐ | ✓ | ✕ |
| RBAC and access provisioning | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | ◐ | ✓ | ✓ |
| Runtime guardrails | ✓ | ✓ | ✓ | ✕ | ✓ | ◐ | ✓ | ✓ | ✓ |
| Governed agent access, Teams and Slack | ✓ | ◐ | ✕ | ✕ | ✕ | ◐ | ✕ | ✕ | ◐ |
| Coding assistant governance | ✓ | ◐ | ◐ | ✕ | ✕ | ✕ | ✕ | ✕ | ✕ |
| Internal RAG, on-premises | ✓ | ◐ | ◐ | ✕ | ✕ | ✕ | ✕ | ◐ | ◐ |
| Agent memory, multi-type | ✓ | ◐ | ✓ | ✕ | ✓ | ✕ | ✕ | ◐ | ◐ |
| Observability and audit trail | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | ◐ |
| Cost attribution and FinOps | ✓ | ◐ | ◐ | ✕ | ✓ | ✓ | ◐ | ✓ | ◐ |
| Regulated / on-premises ready | ✓ | ✕ | ✕ | ✕ | ✕ | ◐ | ◐ | ✓ | ✕ |
What customers are saying
Scaling AI without visibility is a major risk. We implemented Xnode Cortx first to provide a centralized control plane, giving us full visibility into shadow AI, agent costs, and a secure, auditable environment. Now we control what runs and exactly what it costs.
Our teams were pushing to use AI everywhere, but our data warehouse gave us models without governed access to the systems that run the firm. Xnode Cortx became the single governed endpoint to every internal source, access-controlled and fully audited.
We had no clear view of what AI and cloud cost across providers, and no safe way for departments to query their data. Xnode Cortx consolidated that spend, stood up our dashboards, and opened governed data access for legal, HR, and asset management next.
THE COMMON THREAD
All three run Xnode Cortx inside their own environment, on-premises or in their cloud tenant, with governed connectors to internal systems, full audit, and per-agent cost control. Each landed on one problem, then expanded toward the full control plane.
Bring control to enterprise AI.
Build, orchestrate, observe, and govern AI workflows across your organization with the Cortx control plane.