AI-Assisted Design WorkflowsVolume 1 · Issue 5 · October 2026
AI-Assisted Design Workflows
Weave AI into the whole design process with the designer in control — LLMs as a thinking partner, AI for research and briefs, concept and ideation, modelling and BIM, visualization, documentation and specs, analysis and performance, building custom AI workflows and automation, and the ethics, IP and judgement that keep it professional.
Course byAmogh N P· Architect & interior designer11 modules · 44 lessons · ~15 hrs · 44 of 44 lessons live
Module 0 · Foundations of AI-Assisted Design0.1 · The AI-Augmented Designer
AI-assisted design is not AI-generated design. The value is in the workflow - knowing which tool for which task, prompting well, and judging the output - with a human always in the loop. This lesson sets the mindset the whole course builds on: AI amplifies a designer.
Read itStart with Module 0 — Foundations of AI-Assisted Design
Free · open0.1 · The AI-Augmented Designer
Open0.2 · The AI Tool Landscape
Open0.3 · What AI Is Good & Bad At
Open0.4 · The Human in the Loop
Open0.✓ · Mastery check: Foundations of AI-Assisted Design
OpenWhat this course covers
The through-line- 1LLMs as a Design Partner. The everyday workhorse: how large language models work for designers, prompting fundamentals, the assistants (ChatGPT, Claude, Gemini), and using an LLM as a genuine thinking partner.
- 2AI for Research, Briefs & Programming. The front of the project: AI for site and precedent research, summarizing codes and standards, writing and interrogating the brief, and programming and space analysis.
- 3AI for Concept & Ideation. The divergent phase: image generation for concepts, sketch-to-image and ControlNet, exploring style and mood, and using AI to widen ideation without outsourcing the idea.
- 4AI in Modelling & BIM. Into three dimensions: text-to-3D and AI modelling, generative layouts and planning, AI plugins for Rhino and Revit, and early-design tools like Forma and Spacemaker.
The full course ahead
11 modules · 44 lessons11 modules and 44 lessons, from the foundations through to practice — each lesson with a three-tier read, a hands-on workshop, hand-drawn figures and a scored mastery check.
0Module 0 · Foundations of AI-Assisted Design
LiveBefore any tool: what AI-assisted design really is (and is not), the tool landscape, what AI is genuinely good and bad at, and the human-in-the-loop principle the whole course rests on.
Module 0 · Foundations of AI-Assisted Design
LiveBefore any tool: what AI-assisted design really is (and is not), the tool landscape, what AI is genuinely good and bad at, and the human-in-the-loop principle the whole course rests on.
1Module 1 · LLMs as a Design Partner
LiveThe everyday workhorse: how large language models work for designers, prompting fundamentals, the assistants (ChatGPT, Claude, Gemini), and using an LLM as a genuine thinking partner.
Module 1 · LLMs as a Design Partner
LiveThe everyday workhorse: how large language models work for designers, prompting fundamentals, the assistants (ChatGPT, Claude, Gemini), and using an LLM as a genuine thinking partner.
2Module 2 · AI for Research, Briefs & Programming
LiveThe front of the project: AI for site and precedent research, summarizing codes and standards, writing and interrogating the brief, and programming and space analysis.
Module 2 · AI for Research, Briefs & Programming
LiveThe front of the project: AI for site and precedent research, summarizing codes and standards, writing and interrogating the brief, and programming and space analysis.
3Module 3 · AI for Concept & Ideation
LiveThe divergent phase: image generation for concepts, sketch-to-image and ControlNet, exploring style and mood, and using AI to widen ideation without outsourcing the idea.
Module 3 · AI for Concept & Ideation
LiveThe divergent phase: image generation for concepts, sketch-to-image and ControlNet, exploring style and mood, and using AI to widen ideation without outsourcing the idea.
4Module 4 · AI in Modelling & BIM
LiveInto three dimensions: text-to-3D and AI modelling, generative layouts and planning, AI plugins for Rhino and Revit, and early-design tools like Forma and Spacemaker.
Module 4 · AI in Modelling & BIM
LiveInto three dimensions: text-to-3D and AI modelling, generative layouts and planning, AI plugins for Rhino and Revit, and early-design tools like Forma and Spacemaker.
5Module 5 · AI for Visualization & Rendering
LiveMaking it look real, fast: AI render enhancement, diffusion on the viewport, upscaling and detail, and style transfer and post-production.
Module 5 · AI for Visualization & Rendering
LiveMaking it look real, fast: AI render enhancement, diffusion on the viewport, upscaling and detail, and style transfer and post-production.
6Module 6 · AI for Documentation & Specs
LiveThe paperwork AI does best: specifications, schedules, reports and data, code and compliance checking, and emails, proposals and writing.
Module 6 · AI for Documentation & Specs
LiveThe paperwork AI does best: specifications, schedules, reports and data, code and compliance checking, and emails, proposals and writing.
7Module 7 · AI for Analysis & Performance
LiveFast feedback: AI for performance prediction, surrogate models and instant feedback, AI for data analysis, and optioneering at speed.
Module 7 · AI for Analysis & Performance
LiveFast feedback: AI for performance prediction, surrogate models and instant feedback, AI for data analysis, and optioneering at speed.
8Module 8 · Building AI Workflows & Automation
LiveFrom tools to a pipeline: chaining AI tools, prompt libraries and custom assistants, AI APIs and automation, and AI agents for design.
Module 8 · Building AI Workflows & Automation
LiveFrom tools to a pipeline: chaining AI tools, prompt libraries and custom assistants, AI APIs and automation, and AI agents for design.
9Module 9 · Evaluation, Ethics, IP & Risk
LiveDoing it responsibly: evaluating AI output, hallucination, bias and accuracy, authorship, copyright and IP, and privacy, disclosure and liability.
Module 9 · Evaluation, Ethics, IP & Risk
LiveDoing it responsibly: evaluating AI output, hallucination, bias and accuracy, authorship, copyright and IP, and privacy, disclosure and liability.
10Module 10 · Practice, Adoption & Career
LiveMaking it real at scale: adopting AI in the studio, team workflows and governance, staying current, and the AI-augmented career.
Module 10 · Practice, Adoption & Career
LiveMaking it real at scale: adopting AI in the studio, team workflows and governance, staying current, and the AI-augmented career.
The author
Amogh N P
Architect, interior designer, and creative polymath. Studio Matrx began in his notebooks — his vision of design made honest, useful, and open to everyone. Its Academy is written and taught in his memory, and free, forever.
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