u/EngineersUniverse

I’m trying to come up with a senior mechatronics capstone that isn’t just another line-following robot or robotic arm.
One idea I had was an AI-powered predictive maintenance system for electric motors. The idea is to use vibration, temperature, and current sensors to detect bearing wear, imbalance, or other faults before the motor fails. I’d also build a simple dashboard to visualize the data and maybe a basic digital twin.
Does this sound like a solid capstone, or am I overcomplicating it?
If you were doing your senior project today, what would you build instead? Looking for something that’s actually useful and would make employers say, “That’s a pretty cool project.”
Open to any ideas—industrial automation, robotics, embedded systems, controls, computer vision, whatever. I just want to build something that isn’t the same project everyone else is doing.

I’m trying to come up with a senior capstone that isn’t just another line-following robot or robotic arm.
One idea I had was an AI-powered predictive maintenance system for electric motors. The idea is to use vibration, temperature, and current sensors to detect bearing wear, imbalance, or other faults before the motor fails. I’d also build a simple dashboard to visualize the data and maybe a basic digital twin.
Does this sound like a solid capstone, or am I overcomplicating it?
If you were doing your senior project today, what would you build instead? Looking for something that’s actually useful and would make employers say, “That’s a pretty cool project.”
Open to any ideas—industrial automation, robotics, embedded systems, controls, computer vision, whatever. I just want to build something that isn’t the same project everyone else is doing.

I am brainstorming projects that solve real engineering problems instead of just making another AI chatbot. Here are a few ideas:
AI-powered engineering learning studios
Interactive 3D equipment simulators
Electrical system design software
HVAC design and load calculation tools
Plumbing system design applications
Fire alarm and life safety design tools
Structural design assistants
SCADA/PLC virtual training labs
BIM/Revit productivity tools
RF and antenna design utilities
Power system analysis software
Substation design tools
Solar PV and battery storage design software
Engineering calculation libraries
Code compliance and standards assistants (NEC, ASME, NFPA, etc.)
Technical drawing and diagram generators
AI proposal/RFP assistants for engineering firms
Digital twins for industrial facilities
Manufacturing process optimization tools
Engineering exam preparation platforms (FE, PE, NICET, etc.)
Construction field inspection apps
Asset management and predictive maintenance systems
Engineering knowledge bases with interactive examples
Engineering workflow automation tools
What engineering software, app, or tool do you wish existed but doesn’t? Or what problem at work wastes the most time today?

I’ve been brainstorming projects that solve real engineering problems instead of just making another AI chatbot. Here are a few ideas:

AI-powered engineering learning studios
Interactive 3D equipment simulators
Electrical system design software
HVAC design and load calculation tools
Plumbing system design applications
Fire alarm and life safety design tools
Structural design assistants
SCADA/PLC virtual training labs
BIM/Revit productivity tools
RF and antenna design utilities
Power system analysis software
Substation design tools
Solar PV and battery storage design software
Engineering calculation libraries
Code compliance and standards assistants (NEC, ASME, NFPA, etc.)
Technical drawing and diagram generators
AI proposal/RFP assistants for engineering firms
Digital twins for industrial facilities
Manufacturing process optimization tools
Engineering exam preparation platforms (FE, PE, NICET, etc.)
Construction field inspection apps
Asset management and predictive maintenance systems
Engineering knowledge bases with interactive examples
Engineering workflow automation tools

What engineering software, app, or tool do you wish existed but doesn’t? Or what problem at work wastes the most time today?

I’m working on a personal project to build a more visual and interactive engineering learning platform, and I'd really appreciate feedback before I spend a lot of time building new content.

Instead of organizing everything as individual courses, I'm thinking about grouping content into "Learning Studios" focused on different disciplines. Each studio could include tutorials, interactive tools, simulations, calculators, workflow examples, visual guides, practice problems, and downloadable resources.

Here's the structure I'm considering:

\## Engineering
\- Electrical Engineering
\- Mechanical Engineering
\- Civil & Structural Engineering
\- Aerospace Engineering
\- Mechatronics & Robotics
\- HVAC Engineering
\- Plumbing Engineering
\- Fire Protection Engineering
\- Industrial Engineering
\- Manufacturing Engineering
\- Chemical Engineering
\- Environmental Engineering
\- Geotechnical Engineering

\## Technology
\- Software Engineering
\- AI & Machine Learning
\- Cloud Computing
\- Enterprise IT
\- Networking
\- Cybersecurity
\- Data Science
\- IoT & Edge Computing

\## Engineering Software
\- SolidWorks
\- CATIA
\- Creo
\- Siemens NX
\- Fusion 360
\- Inventor
\- AutoCAD
\- Revit
\- Civil 3D
\- ANSYS
\- Abaqus
\- COMSOL
\- MATLAB & Simulink
\- LTspice / PSpice
\- KiCad
\- Altium Designer
\- VS Code
\- Visual Studio
\- Xcode
\- Android Studio
\- ArcGIS / QGIS

\## STEM Education
\- Calculus (including animated problem solutions)
\- Differential Equations
\- Linear Algebra
\- Statistics
\- Physics
\- Chemistry
\- Engineering Fundamentals
\- Interactive simulations
\- Worked examples
\- Practice quizzes

The goal is to create something that's more interactive than a textbook and more structured than searching through dozens of YouTube videos.

I'd love to hear your thoughts:

\- Which of these studios would you actually use?
\- What engineering software deserves better tutorials?
\- What topics were the hardest for you to learn?
\- What features are missing from existing engineering learning websites?
\- If you could add one thing to an engineering learning platform, what would it be?

I'm looking for honest feedback—good or bad. If you think I'm missing an important discipline or focusing on the wrong areas, I'd really like to know.

I’m working on a personal project to build a more visual and interactive engineering learning platform, and I'd really appreciate feedback before I spend a lot of time building new content.

Instead of organizing everything as individual courses, I'm thinking about grouping content into "Learning Studios" focused on different disciplines. Each studio could include tutorials, interactive tools, simulations, calculators, workflow examples, visual guides, practice problems, and downloadable resources.

Here's the structure I'm considering:

\## Engineering
\- Electrical Engineering
\- Mechanical Engineering
\- Civil & Structural Engineering
\- Aerospace Engineering
\- Mechatronics & Robotics
\- HVAC Engineering
\- Plumbing Engineering
\- Fire Protection Engineering
\- Industrial Engineering
\- Manufacturing Engineering
\- Chemical Engineering
\- Environmental Engineering
\- Geotechnical Engineering

\## Technology
\- Software Engineering
\- AI & Machine Learning
\- Cloud Computing
\- Enterprise IT
\- Networking
\- Cybersecurity
\- Data Science
\- IoT & Edge Computing

\## Engineering Software
\- SolidWorks
\- CATIA
\- Creo
\- Siemens NX
\- Fusion 360
\- Inventor
\- AutoCAD
\- Revit
\- Civil 3D
\- ANSYS
\- Abaqus
\- COMSOL
\- MATLAB & Simulink
\- LTspice / PSpice
\- KiCad
\- Altium Designer
\- VS Code
\- Visual Studio
\- Xcode
\- Android Studio
\- ArcGIS / QGIS

\## STEM Education
\- Calculus (including animated problem solutions)
\- Differential Equations
\- Linear Algebra
\- Statistics
\- Physics
\- Chemistry
\- Engineering Fundamentals
\- Interactive simulations
\- Worked examples
\- Practice quizzes

The goal is to create something that's more interactive than a textbook and more structured than searching through dozens of YouTube videos.

I'd love to hear your thoughts:

\- Which of these studios would you actually use?
\- What engineering software deserves better tutorials?
\- What topics were the hardest for you to learn?
\- What features are missing from existing engineering learning websites?
\- If you could add one thing to an engineering learning platform, what would it be?

I'm looking for honest feedback—good or bad. If you think I'm missing an important discipline or focusing on the wrong areas, I'd really like to know.

I'm doing some research to better understand the software engineers actually use in industry and where the biggest productivity pain points are.

I'm interested in both professional tools and the smaller utilities you can't live without.

Some examples:
\\\\- CAD: SolidWorks, CATIA, Creo, Inventor, Fusion 360, NX
\\\\- Simulation: ANSYS, Abaqus, COMSOL
\\\\- Electrical: Altium Designer, KiCad, OrCAD, LTspice, PSpice
\\\\- Controls: MATLAB/Simulink, LabVIEW
\\\\- PLC/SCADA: TIA Portal, Studio 5000, Ignition
\\\\- Programming: VS Code, Visual Studio, Eclipse
\\\\- Other engineering tools you use regularly

A few questions:

\\\\- Which software do you spend the most time in?
\\\\- What's the most repetitive or frustrating task you do every day?
\\\\- Is there a feature you've always wished existed but still doesn't?
\\\\- Are there tasks you still have to do manually because the software makes them painful?
\\\\- If you could improve one engineering tool tomorrow, what would you add?

I'm especially interested in hearing from mechanical, electrical, civil, controls, embedded, HVAC, manufacturing, and automation engineers, but I'd love to hear from anyone.

Not trying to sell anything—I'm just trying to understand where engineers lose the most time so I can identify opportunities for better tools. Looking forward to hearing what drives you crazy every day.

I'm doing some research to better understand the software engineers actually use in industry and where the biggest productivity pain points are.

I'm interested in both professional tools and the smaller utilities you can't live without.

Some examples:
\\- CAD: SolidWorks, CATIA, Creo, Inventor, Fusion 360, NX
\\- Simulation: ANSYS, Abaqus, COMSOL
\\- Electrical: Altium Designer, KiCad, OrCAD, LTspice, PSpice
\\- Controls: MATLAB/Simulink, LabVIEW
\\- PLC/SCADA: TIA Portal, Studio 5000, Ignition
\\- Programming: VS Code, Visual Studio, Eclipse
\\- Other engineering tools you use regularly

A few questions:

\\- Which software do you spend the most time in?
\\- What's the most repetitive or frustrating task you do every day?
\\- Is there a feature you've always wished existed but still doesn't?
\\- Are there tasks you still have to do manually because the software makes them painful?
\\- If you could improve one engineering tool tomorrow, what would you add?

I'm especially interested in hearing from mechanical, electrical, civil, controls, embedded, HVAC, manufacturing, and automation engineers, but I'd love to hear from anyone.

Not trying to sell anything—I'm just trying to understand where engineers lose the most time so I can identify opportunities for better tools. Looking forward to hearing what drives you crazy every day.

I'm doing some research to better understand the software engineers actually use in industry and where the biggest productivity pain points are.

I'm interested in both professional tools and the smaller utilities you can't live without.

Some examples:
\- CAD: SolidWorks, CATIA, Creo, Inventor, Fusion 360, NX
\- Simulation: ANSYS, Abaqus, COMSOL
\- Electrical: Altium Designer, KiCad, OrCAD, LTspice, PSpice
\- Controls: MATLAB/Simulink, LabVIEW
\- PLC/SCADA: TIA Portal, Studio 5000, Ignition
\- Programming: VS Code, Visual Studio, Eclipse
\- Other engineering tools you use regularly

A few questions:

\- Which software do you spend the most time in?
\- What's the most repetitive or frustrating task you do every day?
\- Is there a feature you've always wished existed but still doesn't?
\- Are there tasks you still have to do manually because the software makes them painful?
\- If you could improve one engineering tool tomorrow, what would you add?

I'm especially interested in hearing from mechanical, electrical, civil, controls, embedded, HVAC, manufacturing, and automation engineers, but I'd love to hear from anyone.

Not trying to sell anything—I'm just trying to understand where engineers lose the most time so I can identify opportunities for better tools. Looking forward to hearing what drives you crazy every day.

I'm doing some research to better understand the software engineers actually use in industry and where the biggest productivity pain points are.

I'm interested in both professional tools and the smaller utilities you can't live without.

Some examples:
- CAD: SolidWorks, CATIA, Creo, Inventor, Fusion 360, NX
- Simulation: ANSYS, Abaqus, COMSOL
- Electrical: Altium Designer, KiCad, OrCAD, LTspice, PSpice
- Controls: MATLAB/Simulink, LabVIEW
- PLC/SCADA: TIA Portal, Studio 5000, Ignition
- Programming: VS Code, Visual Studio, Eclipse
- Other engineering tools you use regularly

A few questions:

- Which software do you spend the most time in?
- What's the most repetitive or frustrating task you do every day?
- Is there a feature you've always wished existed but still doesn't?
- Are there tasks you still have to do manually because the software makes them painful?
- If you could improve one engineering tool tomorrow, what would you add?

I'm especially interested in hearing from mechanical, electrical, civil, controls, embedded, HVAC, manufacturing, and automation engineers, but I'd love to hear from anyone.

Not trying to sell anything—I'm just trying to understand where engineers lose the most time so I can identify opportunities for better tools. Looking forward to hearing what drives you crazy every day.

I’m an engineer and I’ve been building free engineering learning resources, and it got me thinking about how much time students spend searching for good explanations instead of actually learning.

When I was studying (and even now), I found that many engineering topics are either:
Too theoretical
Poorly illustrated
Spread across dozens of websites and YouTube videos

I’m curious…

**What is the one resource you wish existed for engineering students?**

Examples:
Interactive circuit simulators
Better CAD tutorials
Real-world design examples
Step-by-step project walkthroughs
Interview and internship preparation
FE/PE exam resources
Electrical, mechanical, civil, or software engineering visual guides

I’m collecting ideas and would love to hear what current students struggle with the most.

What’s the biggest gap in engineering education that you’ve experienced?

I’m an engineer and I’ve been building free engineering learning resources, and it got me thinking about how much time students spend searching for good explanations instead of actually learning.

When I was studying (and even now), I found that many engineering topics are either:
Too theoretical
Poorly illustrated
Spread across dozens of websites and YouTube videos

I’m curious…

What is the one resource you wish existed for engineering students?

Examples:
Interactive circuit simulators
Better CAD tutorials
Real-world design examples
Step-by-step project walkthroughs
Interview and internship preparation
FE/PE exam resources
Electrical, mechanical, civil, or software engineering visual guides

I’m collecting ideas and would love to hear what current students struggle with the most.

What’s the biggest gap in engineering education that you’ve experienced?