From Sketch to Simulation: Teaching Sketching, CAD and AI Side by Side in High School Architecture & Engineering
- Kari Luise
- Jul 14, 2025
- 2 min read
LinkedIn Article: July 15, 2025

In architecture and engineering classrooms, a blank sheet of paper still holds remarkable power. Before the mouse clicks, before the software launches, and before the AI renders a hundred variations, it starts with a pencil and an idea.
Sketching is where creativity takes form—intuitive, expressive, and free. But today, that sketch no longer stays on the page. Thanks to CAD tools and AI-driven design technologies, it can evolve into dynamic models, virtual simulations, and production-ready prototypes.
As educators, our challenge is to bridge this journey—from sketch to simulation—by teaching traditional design thinking and emerging AI skills side by side.
Sketching: The Language of Ideas
Sketching remains the foundation of early-stage ideation.
In my classroom, students learn to:
Visualize concepts through isometric and orthographic views
Convey motion, volume, and perspective
Brainstorm rapidly without digital constraints

CAD: Where Precision Begins
Once ideas take form, computer-aided design (CAD) brings precision.
Students learn to:
Translate sketches into measurable, scalable digital models
Use parametric design tools to control constraints and relationships
Apply materials, simulate loads, and prepare for fabrication

AI: The Next Leap in Design Thinking
Artificial intelligence is no longer science fiction in the design world.
AI-powered generative design tools can:
Explore thousands of iterations based on defined constraints
Optimize for material efficiency, cost, strength, or sustainability
Suggest novel solutions designers might never consider on their own
But without the ability to envision, sketch, and guide intent, students risk becoming passive recipients of design rather than active creators. That’s why prompt engineering is now part of the process—students learn to communicate with AI tools clearly and critically, just as they would with a teammate or client.

From Sketchbook to Simulation
By teaching sketching, CAD, and AI together, we’re preparing students to:
Move fluidly between analog and digital modes of thinking
Embrace iteration and ambiguity as part of design
Collaborate with both humans and machines in the creative process
They’re not just learning tools—they’re learning to think across platforms, to envision solutions, and to express their ideas with clarity and adaptability.
Why This Matters
In the future, our students will not design with one tool—they’ll design through an ecosystem of tools. Teaching them to move from hand sketches to AI-enhanced simulations isn’t just a curriculum enhancement—it’s a mindset shift.
We are training the next generation of engineers and architects to be creative, curious, and technically fluent—ready for a world where intuition and intelligence coexist in every project.




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