Inspection software

Factory Automation Software for AI Visual Quality Control

With Tristar, the software is the product. Models, alerts, a dashboard, roll reports and integrations run on standard industrial cameras and an edge server in your plant, next to the control systems you already have.

Our Customers
50%
Fewer customer claims
25%
Scrap reduction
$814,000
Annual savings
4 months
Payback

Results from a plastic film deployment. Read the case study

Hardware you can source anywhere

The software runs on off-the-shelf industrial cameras and an edge GPU server, and we can evaluate cameras already mounted on your line.

Fits the stack you run

It hands results to your PLC and your MES or ERP. Nothing you've already standardized on gets replaced.

Quality data people can use

Operators get alerts, quality gets roll reports and lot traceability, and leadership gets one dashboard.

Search for factory automation software and you’ll find PLC programming suites, SCADA packages, MES platforms and scheduling tools in the same list. Tristar is none of those. It’s the software that looks at your product through a camera and decides, part by part or foot by foot, whether it’s good.

That’s a narrow job, and it’s the one the rest of the stack can’t do. A PLC knows the reject gate fired. It doesn’t know whether the part that went through had a scratch.

What the automation software does all day

Take away the cameras and the server and what’s left is the product: software that turns images into decisions, and decisions into records.

  • Models. A foundation model that already understands materials, tuned on your samples. It tolerates normal variation in color, texture and gloss and flags the defects you’ve defined, plus anomalies nobody has named yet.
  • Alerts. When a defect or a spike appears, the operator station shows it and sounds it. Mass alerting reaches more people when the problem is bigger than one station.
  • Dashboard. Leadership sees defect rates and trends across lines without asking for a spreadsheet.
  • Roll reports and roll maps. For web products, each roll gets a map of where every defect sits, with its size and time.
  • Traceability. Detections are stored with images and tied to the lot.
  • Integrations. Results go out to the PLC, reject equipment, robots and MES or ERP.

If you’re comparing AI visual inspection software for manufacturing against a classic vision tool, the difference is in the first bullet. AI vs. rule-based machine vision goes through where each one fits.

Where it sits beside PLC, SCADA and MES

Most plants already own several layers of factory automation software. Tristar adds one and feeds the others.

System Its job What Tristar gives it
PLC Controls machines and sequences the line A pass or fail signal to drive a reject gate, kick-off system, flagger or robot
SCADA and HMI Shows operators process values and alarms Nothing is replaced. Tristar’s alerts run at the line alongside it
MES and ERP Tracks orders, lots, genealogy and inventory Defect records tied to the lot
Tristar Inspects product with cameras and AI models Its own outputs: alerts, dashboard, roll reports

So you don’t rip anything out, and nobody has to learn a new control platform. Your controls engineer keeps ownership of the PLC logic. We agree on the signal, and the existing program decides what to do with it. The loop from verdict to action is covered on the manufacturing process automation page.

What it runs on

The hardware is deliberately ordinary. Cameras are off-the-shelf industrial models, with line-scan cameras for moving webs. Compute is an edge GPU server installed in your plant, and inspection doesn’t need a cloud connection. Edge AI for quality inspection explains why the processing stays on site.

Because the value is in the software, we can evaluate running on cameras you’ve already installed. Sometimes they’re fine. Sometimes the smallest defect you care about needs more resolution than they have, and we’ll say that before you buy anything.

Tristar also delivers complete stations for plants that want the hardware, lighting and software from one supplier. See AI visual inspection for what a station includes.

AI for factory automation, minus the science project

A fair worry about AI for factory automation is that it turns into a data science program inside the plant. It shouldn’t. The work is split so that your team spends its time on judgment and ours on modeling.

  1. You send samples

    Good and bad examples of the product, and your definition of what counts as a defect.

  2. Tristar labels and trains

    We do the labeling and the model training. Your team validates the edge cases.

  3. The software goes live

    It's connected to the cameras, the PLC and your reporting. A calibration report documents the starting point.

  4. A weekly review keeps it current

    The system flags anomalies, and a short session with your engineers sets tolerances and adds defect types.

New SKUs don’t restart this process. What the model learned on one product carries over to the next, and plant engineers can add inspection points with a handful of images.

Subscription or owned license

There are two ways to buy. An annual subscription keeps the software as an operating expense. A CapEx purchase means you own the software license outright. Which one fits depends on how your plant funds equipment, and we’ll price both.

For a sense of return, a flexible packaging producer running Tristar on four high-speed film lines cut customer claims by 50% and scrap by 25%, with a 4-month payback. The case study is public.

That’s their result, on their film. We’ll tell you what to expect from yours after we run your parts.

Why Tristar AI

What's in the software

Inspection models

Built on a foundation model that understands materials and looks past reflections, shadows and gloss.

Operator alerts

Real-time on-screen alerts, sound alerts and mass alerting at the line.

Leadership dashboard

Defect trends by line, product and shift in one view.

Roll reports and roll maps

Location, size and time of every defect on a roll, ready to send with the shipment or keep for claims.

Lot traceability

Each defect record is tied to a lot, so a complaint can be checked against stored images.

Control and business integrations

PLC signaling, reject and kick-off systems, robots, flaggers and MES or ERP.

Active learning

Anomalies are flagged after go-live, and a weekly review turns them into tolerances or new defect types.

Validation tracking

A validation set with detections, misses and false rejects by defect type, plus a calibration report at install.
Testimonials

See what our customers have to say about Tristar AI

The implementation was much smoother than we expected. Within days we were already identifying issues we hadn't been catching before.

Director of Engineering
Automotive Tier-1 OEM

Our operators can focus on solving problems instead of trying to find them.

Director of Engineering
Automotive Tier-1 OEM

Tristar AI catches defects our operators simply couldn't see.

Director of Engineering
Automotive Tier-1 OEM

Frequently asked questions

What is factory automation software?

It's a broad label for the software that controls, monitors and coordinates production: PLC programming tools, SCADA and HMI, MES, and specialist applications such as inspection. Tristar is in the last group. It's AI visual inspection and production monitoring software, not a control platform.

Does Tristar replace our SCADA or MES?

No. Your PLCs keep controlling machines, SCADA keeps showing process values, and the MES keeps orders and genealogy. Tristar adds what none of them produce by themselves: a camera-based verdict on every part or every foot of web, and it passes that verdict to those systems.

Do we have to buy cameras from Tristar?

No. The software runs on off-the-shelf industrial cameras, including line-scan cameras for webs, and we can evaluate the cameras you already have. The camera is chosen for the smallest defect you need to see and the field of view.

Is it cloud software?

Processing runs on an edge GPU server inside your plant. Nothing needs to go to the cloud for inspection to work.

How is the software licensed?

Either as an annual subscription or as CapEx, where you own the software license outright. We'll quote both if your finance team wants to compare them.

Ready to transform your manufacturing operations?

See how manufacturers are using Tristar AI to reduce waste, improve quality, and drive operational performance.
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