THE AUTOMATION ENGINE IS NOW SELF-IMPROVING.
## Core: AI generates challenger variants
Click '✨ AI: Test a new approach' → GPT-4o-mini analyzes variant A
and creates variant B using a fundamentally DIFFERENT psychological
approach. Not a rephrase — a different strategy:
- Social proof ('47 others have already paid')
- Urgency (deadline framing)
- Impact storytelling ('£50 = 3 weeks of food')
- Personal connection (heavy name usage)
- Brevity (strip to minimum)
- Gratitude-first (lead with thanks)
- Loss framing ('pledge at risk of being unfulfilled')
- Community ('join 23 others who completed this week')
AI explains WHY: 'This variant uses social proof instead of a
gentle reminder — peer pressure converts better for step 2.'
## Core: Automatic winner promotion
Click '🏆 Pick winners' → system evaluates ALL running A/B tests:
1. Checks minimum sample size (20 sends per variant)
2. Runs z-test for statistical significance (90% confidence)
3. Promotes winner to variant A (resets counters)
4. Deletes loser
5. AUTOMATICALLY generates a NEW AI challenger
The cycle never stops. Messages continuously evolve.
## Core: AI rewrite toolbar
8 one-click AI rewrites for any template:
✂️ Make shorter · 💛 Make warmer · ⏰ Add urgency
👥 Add social proof · 💚 Add impact story · 🎯 Strip to essentials
🇵🇰 Translate to Urdu · 🇸🇦 Translate to Arabic
All rewrites preserve {{variable}} placeholders.
All use GPT-4o-mini (~/usr/bin/bash.15/1M tokens).
## UI: A/B Stats Card (below phone mockup)
- Side-by-side conversion rates with trophy icon on winner
- Progress bar to verdict (% of minimum sample collected)
- Lift calculation: 'Variant B converts 63% better'
- Real-time during test: 'A: 33% → B: 54% ★'
## UI: Winner Results Banner
After 'Pick winners' runs:
- Green banner: '🏆 Winners promoted — Gentle reminder · WhatsApp
→ Variant B wins (54% vs 33%) ✨ New AI challenger created'
- Gray banner if not enough data: 'Need 20+ sends per variant'
## API: /api/automations/ai (POST)
Actions:
- generate_variant: AI creates challenger B with strategy reasoning
- rewrite: AI rewrites template with specific instruction
- check_winners: evaluate all tests, promote, regenerate
## Architecture
The system is a GENETIC ALGORITHM for messaging:
1. Start with default templates (generation 0)
2. AI creates a challenger (mutation)
3. Traffic splits 50/50 (fitness test)
4. Winner survives, loser dies (selection)
5. AI creates new challenger (next generation)
6. Repeat forever → messages get better over time
Omair Saleh
b25d8c453a