choice-architecturelisted
Install: claude install-skill Ingramradical235/anty-framework
# Choice Architecture (Nudge Design)
## When to Apply
- Presenting 3-option Action proposals
- Designing any choice flow for the founder
- Post-choice reinforcement moments
- Session opening and closing design
- Any time the founder makes a decision through the system
## Core Framework
### Smart Default vs Active Choice
Auto-select presentation mode based on data confidence:
**Mode A — Smart Default (segment data sample >= 20):**
```
[selected] Option B: LinkedIn DM, casual, 10 CTOs <- RECOMMENDED
"Based on 340 similar actions: 28% avg response."
[ ] Option A: Email sequence, professional, 50 leads
[ ] Option C: Twitter thread, thought-leadership
Pre-selected default. One tap to proceed.
Non-recommended options: one deliberate extra step (good sludge).
```
**Mode B — Active Choice (sample < 20 or high preference diversity):**
```
( ) Option A ( ) Option B ( ) Option C
"I don't have enough data to recommend one. This is your call."
```
Threshold: segment data sample >= 20 triggers Smart Default.
### Outcome Mapping (Attribute -> Experienced Result)
Translate abstract attributes to concrete experiential outcomes:
```
Instead of (attribute-based):
"Email sequence, professional tone, 50 leads, this week"
Show (outcome-mapped):
"In 2 weeks: ~5 replies, ~1 demo booking.
Cost: $2.95. Your time: 30 min to review drafts."
```
Projections from segment benchmarks + user's historical performance.
### Channel Factors (Concrete Next Step per Option)
Each option