Design
UXR

Appendix: SAE Γ— E-P-I-A-S Gameboard

AI Upskilling Framework for Product Designers | On GitHub

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Map your journey, share your progress! Mark your path, tap Compact for a screenshot-friendly view, then share online with #DesignInTech

How to use this board: Starting at Explorer, mark the squares across that represent your #DesignInTech journey. Move right (maturity) or go up/down (autonomy). There is no single correct path. Click squares to mark your progress. No data is saved.

CLASSICAL DESIGNER (🚫 AI) | No Automation

Craft fundamentals (and they still matter)
← Swipe to see all levels β†’
LevelExplorer ❢iPractitioner ❷iIntegrator ❸iArchitect ❹iSteward ❺i
πŸš—πŸ’¨ L0i
Learning craft basics
Consistent manual workflow
Decisions documented + QA
Reusable templates others use
Sets craft standards + mentors

MARKETING DESIGNER Γ— AI

Better thinking (and draft assets in minutes)
← Swipe to see all levels β†’
LevelExplorer ❢iPractitioner ❷iIntegrator ❸iArchitect ❹iSteward ❺i
πŸš—βž• L1i
Trying prompts + generators
Daily AI usage w/ saved prompts
AI across full task flow
Shared prompt libraries
Defines team AI usage rules

PRODUCT DESIGNER Γ— AI

Bigger thinking (and non-production prototypes in hours)
← Swipe to see all levels β†’
LevelExplorer ❢iPractitioner ❷iIntegrator ❸iArchitect ❹iSteward ❺i
πŸš—πŸ§  L2i
Testing app builders
Repeatable component outputs
Outputs fit tokens/layout/a11y
Prompt packs + component templates
Defines safe automation boundaries

DESIGN ENGINEER Γ— AI

Persistent workflows (and real production PRs)
← Swipe to see all levels β†’
LevelExplorer ❢iPractitioner ❷iIntegrator ❸iArchitect ❹iSteward ❺i
πŸš—πŸ˜΄ L3i
Learning IDE + context rules
Multi-step runs w/ checkpoints
Human-AI approval model
Shared IDE workflows + evals
Org standards for context + safety

SUPER DESIGN ENGINEER Γ— AI

Autonomous execution (your work done while you sleep)
← Swipe to see all levels β†’
LevelExplorer ❢iPractitioner ❷iIntegrator ❸iArchitect ❹iSteward ❺i
πŸš•πŸ€– L4i
Testing agent pipelines
Reliable eval + retry patterns
Autonomous workflows w/ recovery
Production agent infrastructure
Defines autonomy governance

AI Γ— AI

Goal-setting only (and we're not there yet)
← Swipe to see all levels β†’
LevelExplorer ❢iPractitioner ❷iIntegrator ❸iArchitect ❹iSteward ❺i
πŸš—βœ¨ L5i
Exploring goal-based AI
Consistent approval gates
Exception-driven autonomy
Goal frameworks others trust
Org-wide AI governance
← Swipe to see all levels β†’
SAE Level Explorer ❢ Practitioner ❷ Integrator ❸ Architect ❹ Steward ❺
CLASSICAL
DESIGNER
Craft fundamentalsi
Learning craft basics
Consistent manual workflow
Decisions documented + QA
Reusable templates others use
Sets craft standards + mentors
MARKETING
DESIGNER Γ— AI
Better thinkingi
Trying prompts + generators
Daily AI w/ saved prompts
AI across full task flow
Shared prompt libraries
Defines team AI rules
PRODUCT
DESIGNER Γ— AI
Reusable outputsi
Testing app builders
Repeatable components
Fits tokens/layout/a11y
Prompt packs + templates
Safe automation bounds
DESIGN
ENGINEER Γ— AI
Persistent workflowsi
Learning IDE + context
Multi-step + checkpoints
Human-AI approval
Shared IDE workflows
Org context + safety
SUPER DESIGN
ENGINEER Γ— AI
Autonomous executioni
Testing agent pipelines
Reliable eval + retry
Autonomous + recovery
Production agent infra
Autonomy governance
AI Γ— AI
SINGULARITY
Goal-setting onlyi
Exploring goal-based AI
Consistent approval gates
Exception-driven
Trusted goal frameworks
Org-wide AI governance
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Ready to share? Tap Compact above β†’ screenshot β†’ post with #DesignInTech