MTConnect validation dashboard highlighting stream checks

Model-Aware® Auditor

Ongoing on-premises MTConnect stream validation that reports findings for operations, analytics, and compliance workflows.

Continuously validates streams against MTConnect requirements.
Reports errors in real time and aligns findings with validator workflows.
Runs fully on-prem for secure, segmented, or offline manufacturing networks.
Protects downstream dashboards and AI models from bad input data.

See Validation Options

Auditor dashboard highlighting MTConnect validation issues

What it is: An on-premises product for continuously auditing MTConnect Agent streams for conformance and data-quality issues.

Primary outcome: Surface actionable validation findings as production MTConnect streams change.

Best for: Production teams that need ongoing MTConnect stream quality checks
What you need: Running MTConnect agents, validation scope, and deployment constraints
Delivery or workflow: On-premises continuous auditing with actionable validation findings

Capabilities and integration boundaries

Delivery labels distinguish included behavior from historical analysis, source-dependent data, optional plugins, and scoped custom integration.

Continuous stream review

Audit selected MTConnect streams as production data changes.

Included

Continuously audit selected MTConnect Agent streams for configured conformance and data-quality findings.

Requires: Running Agent streams; Configured version and validation scope

Boundary: Findings depend on accessible data and the configured scope.

On-premises operation

Operate within the customer network boundary.

Included

Operate inside the customer network boundary with access to the selected Agent streams.

Requires: Approved network access

Boundary: Auditor does not connect machines or replace an Agent.

Model-Aware Auditor integration and deployment profile
Interfaces	Read-only MTConnect Agent REST API responses
Deployment	On-premises software inside the customer network boundary
Data persistence	Audit evidence and retention are configured for the scoped deployment.
Security boundary	Agent access, service identity, retention, and permitted network flows remain deployment-specific customer and TAMS responsibilities.
Custom integration	Agent inventory, MTConnect versions, validation rules, and evidence requirements are scoped before deployment.

Auditor gives your team a permanent quality gate between machine data streams and business decisions. Instead of discovering schema drift or missing observations after reporting breaks, you get immediate, standards-based alerts that keep your MTConnect implementation healthy over time.

Compliance Monitoring	Continuously checks conformance so non-compliant changes are caught before they affect production reporting.
Error Handling	Reports detected stream and semantic issues with details for troubleshooting.
Validation Solution	Complements validator.tams.ai spot checks with ongoing auditing in your environment.
On-Prem Deployment	Runs inside your network boundary to support security, privacy, and regulated environments.

Model-Aware® technology uses patent-pending automation to generate MTConnect adapters directly from information models.