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Industrial AIWtr Systems
Sftwtrs.AI logoSFTWTRS.AI INDUSTRIAL AI · WTR SYSTEMS
THE FOUNDATION
2026 THEME · WORLD MODELS

Understanding that scales from a part to a port.

A world model learns how things look, move and change. Wtr systems bring that understanding to our software, and each is licensable on its own. Wtr Tiny to Wtr Prime are available in a range of deployment sizes.

Wtr Tiny
MACHINE
One cell; new parts need little or no training
EXPECTED 70 to 90% fewer defects reaching customers
Wtr Mini
LINE
Five times Tiny's capacity, for whole lines
EXPECTED 60 to 80% faster set-up for a new part
Wtr Base
PLANT
Plant-wide scenes on the same architecture
EXPECTED 40 to 60% fewer PPE violations
Wtr Plus
SITE
Multi-area sites with many cameras and flows
EXPECTED 30 to 50% fewer lost returnable bins
Wtr Prime
COMPLEX SITE
Process plants with physics, or a busy port
EXPECTED 10 to 15% faster vessel turnaround
Beyond Prime
CITY TO COUNTRY
Designed for city, state and country twins
How we train

Each Wtr system combines AI models sized for its hardware, from an industrial PC inside a machine to GPU servers for a whole site. We train on carefully transformed public datasets, supported by an NVIDIA Inception Program grant.

How you can use them
  • License a system and build your own inspection or twin software on it
  • Run it inside Wtr.Inspect or Wtr.Scene, ready to go
  • Tune it to your own site through the Wtr.Scene platform
EXPECTED IMPACTTypical ranges from comparable deployments; results vary by site
100%
of parts checked at line speed, not a sample
50 to 70%
less manual inspection effort per shift
20 to 30%
shorter layout and commissioning reviews
Nilesh AI Systems Pvt Ltd · sftwtrs.aiExplore
Sftwtrs.AI logoSFTWTRS.AI INDUSTRIAL AI · WTR SYSTEMS · HOW IT WORKS
HOW IT WORKS
2026 THEME · WORLD MODELS

Learn the world once, then put it to work everywhere.

A Wtr system combines AI models sized to its hardware, and turns what each camera sees into embeddings: compact descriptions that can be compared, searched and reasoned over.

THE TRAINING PATH
From public data to a system you can license
We train with our own data pipeline, supported by a model training grant from the NVIDIA Inception Program. Fine-tuning on your own footage happens through the Wtr.Scene platform, only when you choose it.
WHY IT SAVES TIME
Retraining, compared
A Wtr system already understands how things look, so a new part becomes a configuration step.
WHERE IT GOES
One understanding, many uses
The same embeddings feed inspection in Wtr.Inspect and whole-site understanding in Wtr.Scene.
WHAT SETS OUR SYSTEMS APART · EXPECTED IMPACT
60 to 80% faster set-up for a new part
Shaped for industry
Trained on data transformed for inspection and plant scenes
30 to 50% faster commissioning for machine builders
Licensable on its own
Build your own software on a Wtr system, or run ours
70 to 90% fewer defects reaching customers
One family, five tiers
The same approach scales from a machine to a port
Nilesh AI Systems Pvt Ltd · sftwtrs.aiExplore

Let's build what comes next.

Tell us what you want to see, understand or protect better.

Let's talk