SFTWTRS.AI
INDUSTRIAL AI · WTR.INSPECT
WTR.INSPECT · THE SOFTWARE INSIDE THE MACHINE
2026 THEME · WORLD MODELSInspection that starts from your CAD.
Wtr.Inspect is the software that runs inside the machine. We license it to special purpose machine builders and quality teams: load the part geometry, connect standard industrial cameras and begin inspecting, without months of image collection and labelling.
STEP 1
Part CAD
IGES geometry for the whole part family
STEP 2
Capture
Standard industrial cameras at any resolution
STEP 3
Compare
Wtr system embeddings checked across every view
STEP 4
Decide
OK or NO-GO sent straight to the machine PLC
EXPECTED IMPACTTypical ranges from comparable deployments; results vary by site
70 to 90%
fewer defects reaching customers
100%
of parts checked at line speed
60 to 80%
faster set-up for a new part number
50 to 70%
less manual inspection effort per shift
No per-part training
Embeddings compare each part with its reference, so a new part number is a configuration step.
Runs on modest hardware
Five cameras on a Core i3 PC with integrated graphics, eight on a Ryzen 4800H class machine.
Consistent across views
Sheaf-based reasoning checks that what each camera sees agrees with the other cameras and with the CAD.
Fast and secure by design
Written in Rust with a Tauri interface, protected by our own USB-key licensing engine.
Speaks to the machine
Camera capture and PLC input and output are built in, so the software drops into new or existing machines.
Your cameras, your choice
Use the standard industrial vision cameras you prefer, at whatever megapixel count the part demands.
Two ways to license
Runtime Pro
One SKU for one machine. Everything a builder needs to put Wtr.Inspect into a production SPM.
Enterprise
A tailored edition for OEMs and builders with many machines or their own software teams.
Nilesh AI Systems Pvt Ltd · sftwtrs.aiExplore
SFTWTRS.AI
INDUSTRIAL AI · WTR.INSPECT · HOW IT WORKS
HOW IT WORKS
2026 THEME · WORLD MODELSFrom part geometry to a verdict in one pass.
The part family is loaded from CAD once. Every part that arrives is seen from several angles, compared with its reference and checked for agreement across views before a signal goes to the PLC.
THE CELL
Inside the machine
Loose parts need no part-specific fixtures. Every face is seen in one pass, the PLC drives the stamp and the reject flap, and the NO-GO bin opens only with an authorised fingerprint.
THE DATA FLOW
What happens each cycle
Each view is matched to the CAD reference and checked for agreement before a verdict.
HARDWARE
Modest hardware, many cameras
Rust and a lean model keep compute small, so builders need no costly GPU in every machine.
WHAT SETS IT APART · EXPECTED IMPACT
60 to 80% faster set-up
No per-part training
A new part number is configured from its CAD
30 to 50% faster commissioning
Built for machine builders
PLC I/O, camera capture and USB key licensing included
70 to 90% fewer escapes
Proven on your parts first
Feasibility on your own parts before you commit
Nilesh AI Systems Pvt Ltd · sftwtrs.aiExplore
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Tell us what you want to see, understand or protect better.
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