TMAC ai™

Smarter Tool Monitoring, Better Production Outcomes

Unlock faster setups and longer tool life, powered by real-time AI.

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Datanomix + Caron Engineering

TMAC ai is a joint solution from Datanomix and Caron Engineering that brings real-time, AI-driven process intelligence to your TMAC tool monitoring system. By analyzing cut-level data from TMAC, Datanomix builds per-cut models of what “good” cuts look like and delivers smart, actionable feedback: flagging suspect parts, detecting process changes, and recommending adjustments that improve cycle times, reduce scrap, and extend tool life from the very first cut.

“With Datanomix, we are bringing advanced data science to our customers, extending insights past tool optimization to overall machine performance and beyond.”

Rob Caron, Founder & President
Caron Engineering

How Does TMAC ai Work?

  • Connects to existing TMAC systems and uses AI to flag cuts that deviate from expected performance
  • Surfaces suspect parts in real-time dashboards and reports to help identify process excursions and chase down root causes
  • Uses the same per-cut analytics to recommend adjustments that extend tool life while maintaining part quality

Optimizes Cycle Time & Delivers Better Production Outcomes

TMAC ai helps reduce wasted spindle time by identifying opportunities to tighten air cuts and optimize cutting parameters. Combined with smarter limit settings, this leads to faster cycles, better throughput, and more parts per shift without sacrificing quality.

Tool Load Limit Advisor

TMAC ai reads the machine data and recommends limits based on how the cut actually ran. Limit Advisor does it in three stages. Initial Limits come after just a few cuts, so a new setup or a new part has something to run against on day one. Interim Limits take over in early production, before you’ve burned through two full tool lives. Long-Term AI Limits kick in once there’s enough history to know what normal looks like.

Suspect Part Detection + Cut-Level Diagnostics

TMAC ai flags cuts that fall outside expected patterns. Inside Suspect Parts Review, every cut gets scored against your golden signal. When one looks off, engineers open Cut Analytics to see how that cut type has performed over time. That’s where drift, worn tools, and the patterns that lead to scrap show up.

Tool Life Recommendations

Most shops change tools on a schedule. The tool is done when the clock says it’s done, whether it had life left or quit early. TMAC ai watches how the tool is actually cutting. A tool running clean gets its life extended and you get more parts out of it. A tool throwing suspect parts at 65% of its rated life gets pulled before it makes scrap.

Predictive Intelligence That Pays Off

TMAC ai doesn’t just react; it anticipates. From early signs of tool wear to subtle process drift, TMAC ai helps your team stay ahead of quality and performance issues before they turn into downtime or scrap.

TMAC ai Limit Advisor
Machine data recommends optimal tool load limits based on real cut data. Limits evolve automatically and can be auto-applied when you’re ready.
TMAC ai Suspect Parts Review Individual cuts are compared to your golden signal and scored for anomalies.
TMAC ai Suspect Parts Review
Individual cuts are compared to your golden signal and scored for anomalies.
You’ll see TMAC Load Curve, Golden Reference Cut, Expected Range Guidance, and Tool Life Usage and Health Indicators.
TMAC ai Tool Life Analytics Analyze actual tool performance and identify when tools are degrading early or performing better than expected.
TMAC ai Tool Life Analytics
Analyze actual tool performance and identify when tools are degrading early or performing better than expected.
This leads to fewer unplanned changes, less scrap, and smarter tool usage.

Built for Every TMAC User

New to TMAC?

TMAC ai removes the complexity for manual limit setting, which often requires deep system and engineering knowledge. It begins recommending useful limits after just a few good cuts (minutes instead of hours)!

Already Running TMAC?

Easily adapt to new parts, processes, materials, or team members. TMAC ai makes setup repeatable and performance more consistent across shifts.

“TMAC ai is a natural extension of our work with Datanomix. Together, we offer a powerful solution for manufacturers seeking advanced analytics to identify process issues, sources of scrap, and opportunities for tool cost savings. Current TMAC customers can get TMAC ai from Datanomix and start generating these insights immediately.”

Rob Caron, Founder & President
Caron Engineering

Real Shop Floor Impact

  • Cut inspection time and reduce scrap by catching issues earlier
  • Extend tool life by 10X with data-backed recommendations
  • Shrink cycle times with tighter, smarter process control
  • Ensure consistent part quality even as teams and tools change
  • Capture tribal knowledge and make performance scalable

The tighter your limits, the longer your tools last. And the more you trust your process, the faster you can move.

TMAC ai FAQs

  • TMAC ai starts providing recommendations after just a few good cuts, learning and improving automatically as more data flows in.

  • No! TMAC ai connects to your existing TMAC system, no new hardware required.

  • Yes. It will flag suspect parts and process drifts before they turn into scrap, saving material and machine time.

  • By tracking actual performance, not just run time, TMAC AI identifies when tools can safely run longer, reducing unnecessary changes and costs.

Ready to See TMAC ai in Action?

Experience how real-time CNC tool monitoring and AI-driven process intelligence can transform your TMAC system.

Request your demo today: