Predictive Maintenance
Forecast failures before they happen and prioritise maintenance windows.
AI on the factory floor that integrates with your MES, ERP and equipment — driving measurable OEE gains inside a single quarter.
We partner with teams across the manufacturing value chain.

Automotive, electronics, industrial equipment and consumer goods.

Chemicals, pharma, food & beverage and materials.

High-mix, high-variability plants serving multiple brand owners.

Metals, mining, cement and large-asset operations.
A complete AI capability set tailored to your industry.
Forecast failures before they happen and prioritise maintenance windows.
Camera-based defect detection embedded into the line.
Auto-summarised shift, incident and downtime reports.
In-context assistants for troubleshooting, SOPs and knowledge lookup.
Recommend setpoints that reduce energy use and improve yield.
Balance orders, materials and capacity across constraints.
Every program ships tangible artefacts your teams own end-to-end.
Trained, validated and deployed against your equipment and data.
Bi-directional connectors so insights land inside the systems your teams already use.
Line, shift and plant-level views engineered for the floor.
Ops runbooks, alerting and training so your teams own the outcome.
For every operational bottleneck, a mapped AI solution.
Built for manufacturing — not adapted to it.
We speak PLCs, MES and ERPs — not just data science.
Models run where they need to, including air-gapped environments.
ISO, GxP and audit-friendly by design.
We commit to OEE, quality and downtime targets — not just deliverables.
The metrics we commit to and track in every engagement.
0%
Reduction in unplanned downtime
0%
Faster defect detection
0 pts
Average OEE lift
0 weeks
First model to production
0×
Faster shift reporting
Real programs, real outcomes — inside businesses like yours.
“Predictive maintenance paid for the entire program in the first quarter.”

Plant Director
Byovet
“Vision inspection catches defects operators would only spot at final QC.”

Quality Head
Desert Engineering Group
“The shift copilot changed how our supervisors run the line.”

Ops Manager
Varasiddhi Vinayaka Engg
Trusted by ambitious companies of every size.












Let's identify where AI can create the greatest impact across your business.