Deviation interpretation
Read performance gaps
Assist users in interpreting measured-vs-expected deviations and identifying possible areas for deeper investigation.
CMap AI Expert
The next layer of compressor performance intelligence
CMap AI Expert is an intelligent engineering assistant currently under development, envisioned to support centrifugal compressor performance analysis, diagnostics and decision-making.
Under development
A forward-looking technology vision built on IPC compressor know-how and CMap calculation workflows.
Engineering assistant
Designed to support interpretation and reasoning, not to replace expert engineering judgement.
Grounded intelligence
AI support connected to engineering models, documentation and performance context.
Vision
Toward assisted engineering intelligence
Compressor performance analysis often requires the interpretation of complex operating conditions, performance deviations and historical trends.
CMap AI Expert is envisioned as a guided support layer designed to help engineers move from calculated results to structured diagnostic reasoning.
Planned capabilities
What CMap AI Expert is being designed to support
The following functions represent the intended development direction and are presented as a technology roadmap, not as already available product features.
Diagnostics
Guide troubleshooting
Support diagnostic reasoning by connecting abnormal behavior with compressor performance context and engineering knowledge.
Knowledge access
Use IPC know-how
Provide contextual access to CMap documentation, tutorials, technical notes and compressor performance methodology.
Reports
Explain outputs
Help users understand calculated maps, performance reports, deviation indicators and key output parameters.
Monitoring
Interpret trends
Support interpretation of continuous performance trends from CMap Monitoring and highlight patterns requiring attention.
Maintenance
Support planning
Help connect performance degradation indicators with inspection priorities and maintenance decision workflows.
Human-in-the-loop
Designed to support engineers, not replace them
CMap AI Expert is intended as an engineering co-pilot: a tool to assist analysis, explain results and support diagnostic reasoning while keeping final decisions under expert human responsibility.
Development roadmap
From calculation to assisted diagnosis
The development vision connects CMap calculations, monitoring data and IPC knowledge into a guided analysis experience.
1
CMap calculation
Reference maps are transformed to actual or forecasted operating conditions.
2
Deviation detection
Measured values are compared with expected performance indicators.
3
AI interpretation
The assistant helps explain possible meaning and context of deviations.
4
Diagnostic hypothesis
Possible technical causes are organized into structured investigation paths.
5
Engineering decision
Final evaluation remains in the hands of the compressor specialist.
Technology vision
AI grounded in engineering context
CMap AI Expert is being conceived around transparency, traceability and engineering control. The goal is not black-box decision making, but better access to validated calculation outputs, documentation and compressor performance knowledge.
The development direction is aligned with IPC’s long-term vision for compressor performance intelligence: combining physics-based models, operational data and practical engineering experience.
Next generation
Engineering intelligence, built on engineering fundamentals.
CMap AI Expert represents the next development step toward guided compressor diagnostics and assisted performance interpretation.