Generative Concept Sketching Workflow with AI Integration

Generative Concept Sketching Workflow

1. Define Project Objectives

1.1 Identify Design Requirements

Gather input from stakeholders regarding vehicle specifications, target market, and design aesthetics.

1.2 Establish Performance Metrics

Determine key performance indicators (KPIs) such as fuel efficiency, safety standards, and user experience metrics.

2. Research and Data Collection

2.1 Market Analysis

Utilize AI-driven tools like IBM Watson to analyze market trends and consumer preferences.

2.2 Competitor Benchmarking

Employ tools such as Google Trends and SimilarWeb to assess competitor designs and features.

3. Ideation Phase

3.1 Brainstorming Sessions

Conduct collaborative brainstorming sessions with designers and engineers to generate initial concepts.

3.2 AI-Driven Ideation Tools

Implement tools like RunwayML and DALL-E to create diverse design variations based on input parameters.

4. Concept Development

4.1 Generate Sketches

Utilize Adobe Fresco and SketchUp for manual and AI-assisted sketching of initial concepts.

4.2 AI Feedback Loop

Incorporate AI tools like Autodesk Generative Design to provide real-time feedback on design feasibility and optimization.

5. Refinement and Prototyping

5.1 Select Promising Concepts

Review generated sketches and select the most viable options for further development.

5.2 Create Digital Prototypes

Utilize Fusion 360 and Blender for creating 3D models and digital prototypes of selected concepts.

5.3 AI Simulation and Testing

Employ AI simulation tools like ANSYS for performance testing and validation of prototypes under various conditions.

6. Final Review and Approval

6.1 Stakeholder Presentation

Present refined concepts and prototypes to stakeholders for feedback and approval.

6.2 Incorporate Feedback

Utilize AI tools to analyze stakeholder feedback and make necessary adjustments to designs.

7. Documentation and Handoff

7.1 Compile Design Documentation

Document the design process, decisions made, and final specifications using tools like Confluence.

7.2 Handoff to Production

Prepare and transfer all relevant files and documentation to the production team for manufacturing.