Turnkey inspection stations

Turnkey Factory Automation for AI Inline Inspection

Tristar designs and delivers the whole inspection station around your product: cameras, lighting, part handling, an edge server, trained models and the PLC connection that drives your reject equipment.

Our Customers
98%
Detection accuracy
25%
Scrap reduction
5,300
Labor hours saved
3 months
Payback

Results from a steel stamping deployment. Read the case study

One supplier answers for the station

Optics, lighting, handling, compute, models and the PLC handshake come from the same team, so nobody argues about whose part isn't working.

Built for your part

The station starts from your product and your defects. Round, glossy, two-sided or overlapping parts each get a design that suits them.

Your engineers can run it

Plant engineers are trained to operate the station and to add inspection points themselves with a handful of images.

Turnkey factory automation usually means an integrator who takes a whole cell or line from concept to commissioning. Tristar does the same thing for one piece of the plant: the inspection station. We design it around your product, build it, install it, connect it to your PLC and hand it over working.

That scope is deliberate. Inspection is where optics, lighting, mechanics and AI models have to be right together, and splitting it across four vendors is how projects stall.

What turnkey covers here, and what it doesn’t

Covered: everything between the product arriving at the station and the reject decision reaching your equipment. That includes the camera and lighting design, any part handling the inspection needs, the edge server, the models, the PLC integration, alerts for operators and the records for quality.

Not covered: the rest of the factory. We don’t build presses, molding cells or packaging lines, and we don’t act as the plant’s general automation integrator. If you’re running a larger automation project, the station slots into it, and we coordinate with whoever owns the line controls. For how the reject loop itself works, see manufacturing process automation.

Inside an automated inspection station

Every station is different on the outside. The parts list underneath is consistent.

Element What it does How it’s chosen
Cameras Image every part or the full web By the smallest defect you need to catch and the field of view
Lighting Makes the defect visible and suppresses gloss By surface finish and material
Part handling Presents every surface to the cameras By part shape and how parts arrive
Edge server Runs the models in the plant By frame rate and camera count
Models Decide good or bad and locate the defect Trained on your samples
PLC integration Turns the verdict into a reject, a mark or a robot move By the equipment already on the line

Hardware is standard industrial equipment on purpose. When a camera needs replacing years from now, you’re not tied to a proprietary part.

Parts on a conveyor marked good and bad, shown as an illustration
Illustration: each part on the conveyor gets a good or bad verdict as it passes the station.

The part decides the mechanics

A camera can only judge what it can see, so much of the design work in a turnkey inspection station is about presentation.

Round parts need their whole circumference imaged. If the line already rotates them, we use that. If it doesn’t, we add a rotation stage. Two-sided parts get flipped by the conveyor design so both faces pass under a camera. Parts that arrive in a pile or overlap each other are separated with vibration or spread conveyors before they reach the field of view.

Shiny materials are a lighting problem first. Specialized lighting bars cut the glare, and the model handles what’s left: it’s built to look past reflections, shadows and gradients and focus on the material. Metal surface defect detection shows what that looks like on steel.

How delivery of the turnkey solution runs

  1. Scope the part and the defects

    You send samples and defect definitions. We run them and report what the model finds and what the station would need.

  2. Design the station

    Camera positions, lighting, handling and the reject interface are laid out for your line and reviewed with your engineers.

  3. Train the models

    Tristar labels the images and trains. Your team checks the borderline cases, because they know which ones a customer would send back.

  4. Install and integrate

    The station goes onto the line, and its signals are wired to your PLC and reject equipment.

  5. Calibrate and document

    A calibration report records how the station performs at install. It's the baseline for later audits.

  6. Train and hand over

    Operators and plant engineers are trained. A weekly review after go-live sets tolerances and adds defect types.

We don’t put durations on these steps here because they depend on the part. A flat panel on an existing conveyor is a different job from a round, glossy part that needs its own handling.

Before you sign with anyone, it’s worth reading how to evaluate an AI visual inspection system. The questions there apply to us too.

What you provide

Turnkey doesn’t mean hands-off. The station is only as good as the definition of “defect” it’s given, and that knowledge lives in your plant.

  • Samples. Good product and bad product, including the borderline pieces your inspectors disagree on.
  • Defect definitions. What each defect is called, and how big or how frequent it has to be before the part is rejected.
  • A line contact. One person who knows the process, can arrange access and can answer questions while we design.

After that, the station doesn’t have to cover everything on day one. Plants with many SKUs start with the part and defect combinations that cost the most, and extend from there. Knowledge transfers between products, so each addition is smaller than the first. The inspection approach itself is described on the AI visual inspection page.

What a finished station returned in steel stamping

A steel stamping operation runs Tristar stations on seven press lines. Manual four-eye checks used to take two operators 80 hours per month per line; now one operator manages that workload. Detection accuracy is 98%, scrap is down 25% and the project paid back in 3 months. The case study is public.

We can’t promise those figures on a different part. Send samples, and we’ll tell you after we run your parts.

Why Tristar AI

What's delivered with a turnkey station

Cameras matched to the defect

Standard industrial cameras, usually two or three per station, with line-scan cameras for webs.

Lighting that tames gloss

Specialized lighting bars reduce glare on shiny surfaces, so the defect stands out and the reflection doesn't.

Part handling

Rotation stages for round parts, conveyor designs that flip parts, and vibration or spread conveyors that separate overlapping ones.

Edge server

An on-premises GPU server runs the inspection inside your plant.

Trained models

Tristar labels your samples and trains the models. Your team validates the edge cases.

PLC and reject integration

Signals to your PLC drive reject gates, kick-off systems, flaggers and robots.

Calibration report

Documented at install, and already used in a third-party audit.

Training for your team

Operators learn the alerts. Engineers learn to review detections, set tolerances and extend the station.
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 does turnkey mean in factory automation?

It means one supplier designs, builds, installs and commissions the system and hands it over ready to run, with a single point of responsibility. For Tristar, the system is an inspection station and its reject loop.

Does Tristar build complete production lines?

No. We're turnkey for inspection: the station, the models and the integration to your PLC and reject equipment. Presses, molding machines, assembly cells and plant-wide controls stay with your machine builders and integrators, and we work alongside them.

What do we need to provide?

Samples of good and bad product, your definition of each defect and how severe it has to be, and one person at the line who can answer questions and get us access. Tristar handles design, hardware, labeling, training and installation.

Can the station use equipment we already have?

Often, yes. If the line already rotates the part, we use that rotation. If cameras are already installed, we can evaluate them. Existing reject gates and kick-off systems are driven through your PLC.

How long does a turnkey inspection station take?

It depends on the part, the handling it needs and how quickly samples arrive, so we don't quote a schedule before scoping. After we've run your samples we'll give you a plan with dates.

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