MTConnect validation dashboard highlighting stream checks

Model-Aware® Auditor

Continuous on-prem MTConnect stream validation that surfaces issues instantly so your data stays trusted for operations, analytics, and compliance.

  • 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.
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Auditor dashboard highlighting MTConnect validation issues

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 MonitoringContinuously checks conformance so non-compliant changes are caught before they affect production reporting.
Error HandlingFlags stream and semantic issues instantly with clear details for fast troubleshooting.
Validation SolutionComplements validator.tams.ai spot checks with always-on auditing in your environment.
On-Prem DeploymentRuns 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.

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Other Products

MTConnect Validation Platform

Verify stream quality before bad data reaches analytics and reporting.

  • Online validator checks and reporting
  • On-prem auditing for continuous compliance
  • Actionable remediation guidance for teams

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Model-Aware® Alerts

Real-time alerting that helps teams respond before downtime compounds.

  • Idle-machine and stop notifications
  • Automatic shift summary emails
  • Custom plugin conditions by workflow

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Model-Aware® Machine Adapters

Generate MTConnect®-ready streams directly from information models.

  • Reduce manual mapping and translation layers
  • Support software, Edge Connect, or Shop-Connect delivery
  • Scale across mixed controller environments

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Smart Manufacturing Engineering

Hands-on engineering to implement and extend your IIoT stack.

  • Connectivity architecture and database integration
  • Tool-data and CAM workflow integration
  • Custom AI/ML and GPT solution development

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Plan your validation strategy with confidence

  • Tailored to your machine connectivity needs
  • Flexible deployment and licensing for your environment
  • Rapid implementation with expert manufacturing support
Manufacturing engineer reviewing dashboard results

Safety & Security

Our on-prem solutions respect your data sovereignty and firewall constraints.

Guaranteed Results

We ensure your data flows are compliant and reliable.

Flexible Deployment

Hardware and software options to fit your facility’s needs.