Insightek vs Traditional Machine Vision
Rule-based machine vision still wins on micrometer gauging and ten-thousand-PPM line speeds. It loses the day a new SKU drops, the lighting shifts, or text on the label changes. Here's where each one belongs — measured, not asserted.
Traditional Machine Vision
Cognex, Keyence, Halcon, DALSA — rule-engine pipelines tuned to one fixture, one product, one lighting condition.
Insightek
A visual-foundation-model Agent that learns from OK samples and tolerates variation that breaks pixel-rule systems.
Where traditional MV is still the right answer
We will tell a customer to stay on Cognex or Keyence if any of the following hold. We do not chase wins where we cannot deliver a better outcome.
- Cycle time below 60 ms with a single feature to verify
- Sub-pixel metrology where you need a calibrated lens and a telecentric optic
- A frozen product that has not changed SKU in 5+ years
- A high-volume semiconductor line where every tenth of a percent of yield is contractually owned by another vendor
Where Insightek changes the cost curve
These are the conditions where rule-based MV runs into either weeks of re-tuning or a "we can't cover that" answer from the integrator.
- High-mix / low-volume lines — frequent SKU changes, new variants every quarter
- Inspection items that depend on label text, copy, or version numbers
- Assembly verification across many small components (screws, capacitors, LEDs, connectors)
- Surface defects on reflective, textured, or low-contrast materials
- Sites with no in-house MV engineer — line operators must own the workflow
Capability matrix
No ★★★★★ ratings. Each row is a concrete statement we will defend in a paid POC.
Setup & deployment
| Criterion | Traditional MV | Insightek | Where it lands |
|---|---|---|---|
| How a new SKU comes online | Engineer writes / tunes rules, thresholds, ROIs | Operator photographs OK samples and confirms once | Insightek |
| Lines of code per new product | Hundreds, typically owned by integrator | Zero — registration is a UI workflow | Insightek |
| Time to first OK / NG | Weeks to months (project mode) | Hours to days for the first SKU; minutes per subsequent SKU | Insightek |
| On-site engineer needed during ramp | Yes — vision specialist + integrator | No — line operator with a phone-grade camera in many setups | Insightek |
Robustness
| Criterion | Traditional MV | Insightek | Where it lands |
|---|---|---|---|
| Lighting / reflection / texture variance | Sensitive — most field failures live here | Tolerant — model treats variation as semantic noise | Insightek |
| Label text / copy / version checks | OCR add-on with brittle templates | Native — the model reads context, not glyphs | Insightek |
| Sub-pixel dimensional gauging | Excellent (this is the home court) | Not the right tool — pair with a metrology vendor | Depends |
| Hard real-time at sub-60 ms cycle | Yes, with proper hardware | Yes — edge inference returns OK/NG to PLC within takt | Tie |
Total cost & change management
| Criterion | Traditional MV | Insightek | Where it lands |
|---|---|---|---|
| Cost to add a new defect class | New project, new rules | Add OK / NG samples, retrain in place | Insightek |
| Migration when integrator changes | Vendor-locked rule logic | Data and models stay in your factory, exportable | Insightek |
| Data sovereignty | Local — but typically tied to vendor hardware | Fully on-premise; works on the cameras you already own | Insightek |
| Public price | Quote-only across all major vendors | Quote-only — scoped after a 30-minute discovery call | Tie |
Migrating off a rule-based system
You do not have to throw away your Cognex / Keyence cameras. In most deployments we reuse the existing stations.
- 01
1 · Inventory existing stations
List the inspection items currently handled by rules. Tag each one as "stable / works" or "frequent re-tune / blind spot."
- 02
2 · Reuse the cameras
Insightek pulls frames from the cameras you already have via standard interfaces (GigE Vision, USB3 Vision, RTSP). No re-procurement required.
- 03
3 · Replace only the painful items
Move the high-churn or blind-spot inspections to Insightek first. Leave the stable gauging stations on the existing system.
- 04
4 · Result handoff to PLC stays identical
OK / NG signals to the line PLC follow the same digital I/O pattern the line is already wired for.
Frequently asked
Do you replace our Cognex / Keyence cameras?
How do you prove the accuracy claim before a purchase?
What happens when the model is wrong?
Is this another cloud AI service?
Bring your hardest inspection item.
A 30-minute scoping call. We will tell you honestly whether Insightek beats your current MV system on the item you bring — or whether you should stay where you are.