An intelligent platform for manufacturing process optimization.
Sarting with CNC machining, built to scale across processes.
Core Strengths Why SMARCSMARC
Physics-Informed AI
Smart Adviser combines machine learning with the physics of machining, so its predictions stay grounded in how tools and materials actually behave. This keeps results reliable and consistent, avoiding the drift and false alarms common to AI-only systems.
Day-Zero Deployment
Smart Adviser is operational from installation, pre-trained and ready to deliver insight from the first cut, with no lengthy data-collection phase before it adds value. It then refines itself continuously through real-world feedback, getting sharper the more it runs.
Retrofit-Ready & Low-Cost
Smart Adviser works with existing machines and standard process signals, without heavy capital investment or downtime for installation. It scales from a single tool to factory-wide intelligence, making advanced monitoring accessible to shops of any size.
CapabilitiesWhat Smart Adviser DoesCapabilities
Turning process signals into actionable intelligence
Real-Time
Monitoring
Continuously tracks tool condition during machining, surfacing wear states as they develop rather than after failure.
Wear-State
Classification
Estimates flank wear against recognized standards (ISO 8688-2), giving a clear, calibrated read on tool health, not a black-box score.
Remaining Useful Life (RUL) Prediction
Estimates how much usable life a tool has left and when to intervene, so tool changes happen on evidence, not guesswork or fixed schedules.
Adaptive
Optimization
Feeds validated insight back into the process, supporting better cutting decisions and progressively tuned performance over time.
Use Cases
From single-tool insight to factory-wide optimizationUse Cases
Tool Wear
Monitoring
・Detect wear progression
・Improve tool life
・Improve tool life
Process
Stability
・Reduce variation
・Maintain consistent quality
・Maintain consistent quality
Quality
Control
・Identify defects early
・Prevent scrap
・Prevent scrap
Predictive
Maintenance
・Anticipate issues
・Reduce downtime
・Reduce downtime
Smart Adviser
Tool Wear IntelligenceIntelligence
Predict tool wear before it happens, in real time
Smart Adviser adds a layer of predictive intelligence to your machining process, combining physics-informed AI with real-time validation to forecast tool wear and remaining useful life. The result is deeper insight into your process. Enabling greater precision, efficiency, and adaptive control.
Applicable across a wide range of manufacturing processes.
About / FounderAmine Gouarir
PhD in Advanced Manufacturing, Kyushu University
SMARC brings together deep expertise in precision engineering and applied AI,
grounded in peer-reviewed research.
Research & CollaborationDeveloped with academic research partnersCollaboration
Our approach is grounded in peer-reviewed research in advanced manufacturing and precision engineering,
developed in collaboration with leading academic partners.
SMARC's methods have been published in Procedia CIRP (ISEM 2025).
developed in collaboration with leading academic partners.
SMARC's methods have been published in Procedia CIRP (ISEM 2025).
See Smart Adviser in action！
Whether you run CNC operations today or are exploring AI for your manufacturing processes, we'd welcome a conversation.
